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<article xmlns:xlink="http://www.w3.org/1999/xlink" xmlns:mml="http://www.w3.org/1998/Math/MathML" xmlns:oasis="http://docs.oasis-open.org/ns/oasis-exchange/table" xml:lang="en" dtd-version="3.0" article-type="research-article">
  <front>
    <journal-meta><journal-id journal-id-type="publisher">WES</journal-id><journal-title-group>
    <journal-title>Wind Energy Science</journal-title>
    <abbrev-journal-title abbrev-type="publisher">WES</abbrev-journal-title><abbrev-journal-title abbrev-type="nlm-ta">Wind Energ. Sci.</abbrev-journal-title>
  </journal-title-group><issn pub-type="epub">2366-7451</issn><publisher>
    <publisher-name>Copernicus Publications</publisher-name>
    <publisher-loc>Göttingen, Germany</publisher-loc>
  </publisher></journal-meta>
    <article-meta>
      <article-id pub-id-type="doi">10.5194/wes-7-967-2022</article-id><title-group><article-title>Investigation into boundary layer transition using wall-resolved large-eddy simulations and <?xmltex \hack{\break}?>modeled inflow turbulence</article-title><alt-title>Boundary layer transition using wall-resolved LES</alt-title>
      </title-group><?xmltex \runningtitle{Boundary layer transition using wall-resolved LES}?><?xmltex \runningauthor{B. A. Lobo et al.}?>
      <contrib-group>
        <contrib contrib-type="author" corresp="yes" rid="aff1">
          <name><surname>Lobo</surname><given-names>Brandon Arthur</given-names></name>
          <email>brandon.a.lobo@fh-kiel.de</email>
        <ext-link>https://orcid.org/0000-0002-7568-8757</ext-link></contrib>
        <contrib contrib-type="author" corresp="no" rid="aff1">
          <name><surname>Schaffarczyk</surname><given-names>Alois Peter</given-names></name>
          
        </contrib>
        <contrib contrib-type="author" corresp="no" rid="aff2">
          <name><surname>Breuer</surname><given-names>Michael</given-names></name>
          
        <ext-link>https://orcid.org/0000-0003-4467-478X</ext-link></contrib>
        <aff id="aff1"><label>1</label><institution>Mechanical Engineering Department, Kiel University of Applied Sciences, D-24149 Kiel, Germany</institution>
        </aff>
        <aff id="aff2"><label>2</label><institution>Professur für Strömungsmechanik, Helmut-Schmidt-Universität Hamburg, D-22043 Hamburg, Germany</institution>
        </aff>
      </contrib-group>
      <author-notes><corresp id="corr1">Brandon Arthur Lobo (brandon.a.lobo@fh-kiel.de)</corresp></author-notes><pub-date><day>10</day><month>May</month><year>2022</year></pub-date>
      
      <volume>7</volume>
      <issue>3</issue>
      <fpage>967</fpage><lpage>990</lpage>
      <history>
        <date date-type="received"><day>13</day><month>April</month><year>2021</year></date>
           <date date-type="rev-request"><day>28</day><month>April</month><year>2021</year></date>
           <date date-type="rev-recd"><day>23</day><month>February</month><year>2022</year></date>
           <date date-type="accepted"><day>20</day><month>April</month><year>2022</year></date>
      </history>
      <permissions>
        <copyright-statement>Copyright: © 2022 Brandon Arthur Lobo et al.</copyright-statement>
        <copyright-year>2022</copyright-year>
      <license license-type="open-access"><license-p>This work is licensed under the Creative Commons Attribution 4.0 International License. To view a copy of this licence, visit <ext-link ext-link-type="uri" xlink:href="https://creativecommons.org/licenses/by/4.0/">https://creativecommons.org/licenses/by/4.0/</ext-link></license-p></license></permissions><self-uri xlink:href="https://wes.copernicus.org/articles/7/967/2022/wes-7-967-2022.html">This article is available from https://wes.copernicus.org/articles/7/967/2022/wes-7-967-2022.html</self-uri><self-uri xlink:href="https://wes.copernicus.org/articles/7/967/2022/wes-7-967-2022.pdf">The full text article is available as a PDF file from https://wes.copernicus.org/articles/7/967/2022/wes-7-967-2022.pdf</self-uri>
      <abstract><title>Abstract</title>

      <p id="d1e107">The objective of the present paper is to investigate the transition
scenario of the flow around a typical section of a wind turbine
blade exposed to different levels of inflow turbulence.
A rather low Reynolds number of <inline-formula><mml:math id="M1" display="inline"><mml:mrow><mml:mi>R</mml:mi><mml:msub><mml:mi>e</mml:mi><mml:mi mathvariant="normal">c</mml:mi></mml:msub><mml:mo>=</mml:mo><mml:msup><mml:mn mathvariant="normal">10</mml:mn><mml:mn mathvariant="normal">5</mml:mn></mml:msup></mml:mrow></mml:math></inline-formula> is studied at a
fixed angle of attack but under five different turbulence intensities
(TIs) up to TI <inline-formula><mml:math id="M2" display="inline"><mml:mo>=</mml:mo></mml:math></inline-formula> 11.2 %. Using wall-resolved large-eddy simulations
combined with an inflow procedure relying on synthetically
generated turbulence and a source-term formulation for its
injection within the computational domain, relevant
flow features such as the separation bubble,
inflectional instabilities and streaks
can be investigated.
The study shows that the transition scenario significantly
changes with rising TI, where the influence of
inflectional instabilities due to an adverse pressure gradient
decreases, while the influence of streaks
increases, resulting in a shift from the classical scenario of
natural transition to bypass transition.
The primary instability mechanism in the separation bubble
is found to be inflectional, and its origin is traced back to the
region upstream of the separation. Thus, the inviscid inflectional
instability of the separated
shear layer is an extension of the instability of the attached
adverse pressure gradient boundary layer observed upstream.
The boundary layer is evaluated to
be receptive to external disturbances such that the initial energy
within the boundary layer is proportional to the square of the turbulence
intensity. Boundary layer streaks were found to influence the instantaneous
separation location depending on their orientation. A varicose mode of
instability is observed on the overlap of the leading edge of a high-speed
streak with the trailing edge of a low-speed streak. The critical amplitude
of this instability was analyzed to be about 32 % of the
free-stream velocity.</p>
  </abstract>
    </article-meta>
  </front>
<body>
      

<sec id="Ch1.S1" sec-type="intro">
  <label>1</label><title>Introduction</title>
      <p id="d1e146">Rotor blades are
the determining component for both performance and loads
of wind turbines and are therefore key components of further optimizations. To obtain
high efficiencies <xref ref-type="bibr" rid="bib1.bibx61" id="paren.1"/>, an increased use
of special aerodynamic profiles <xref ref-type="bibr" rid="bib1.bibx33" id="paren.2"/> is observed
possessing large areas of low resistance, which means
laminar flow is maintained. In order to design such profiles,
it is necessary to include the laminar–turbulent transition
in CFD simulations of wind turbine blades.</p>
      <p id="d1e155">To date, there is no CFD model that accurately
predicts the location of
laminar–turbulent
transition under a wide range of operating conditions. A decisive
ingredient of these operating conditions is atmospheric inflow turbulence with
varying parameters such as the turbulence intensity (TI), the length and
timescales, and the anisotropy. Transition to turbulence at low
TI levels under 0.5 % typically takes place through
the growth of two-dimensional Tollmien–Schlichting (T–S) disturbances
that develop three-dimensional, non-linear secondary instabilities
which eventually break down to fully developed
turbulence <xref ref-type="bibr" rid="bib1.bibx56 bib1.bibx57" id="paren.3"/>. At higher TI
levels of about 1 % or more, it has been observed experimentally
that transition to turbulence bypasses one or more of the typical
pre-transitional events occurring through the natural transition route. Bypass transition, a term coined by <xref ref-type="bibr" rid="bib1.bibx51" id="text.4"/>, is then said to have taken place.</p>
      <p id="d1e164"><xref ref-type="bibr" rid="bib1.bibx32" id="text.5"/>
conducted a direct numerical simulation (DNS)
to study bypass transition in an initially laminar
boundary layer with zero mean pressure gradient exposed to numerically
simulated free-stream turbulence (FST).
At this point it was already well established that
in response to forcing by FST a laminar
boundary layer develops high-amplitude, low-frequency perturbations
referred to as Klebanoff modes, streamwise jets or
streaks <xref ref-type="bibr" rid="bib1.bibx37" id="paren.6"/>.
<xref ref-type="bibr" rid="bib1.bibx32" id="text.7"/> found that
transition precursors consist of long backward jets contained in the
fluctuating streamwise velocity field; i.e., they
are directed backwards relative to the local mean streamwise
velocity. It must be noted that the total
velocity is not reversed in these structures. Some of these jets extend
into the upper region (lift-up mechanism) of
the boundary layer and interact with the free-stream perturbations to
develop turbulent spots which spread longitudinally and laterally
before ultimately merging with the downstream
turbulent boundary layer.
This lift-up mechanism was first observed
as turbulent bursts by <xref ref-type="bibr" rid="bib1.bibx39" id="text.8"/>,
and early studies were conducted,
for example, by <xref ref-type="bibr" rid="bib1.bibx40 bib1.bibx41" id="text.9"/>,
where the physical mechanism for the amplification of streaks
was attributed to the displacement of mean momentum or lift-up.
Shortly before the study by Jacobs and Durbin, a similar
phenomenon was observed by <xref ref-type="bibr" rid="bib1.bibx73" id="text.10"/> in
the transition beneath periodically passing wakes
where elongated streaks were
precluded due to the finite wake width, but shorter puffs were seen.
<xref ref-type="bibr" rid="bib1.bibx32" id="text.11"/> proposed
that backward jets seem to be a link between
free-stream eddies and the boundary layer, at least in
cases with zero mean pressure gradient.</p>
      <p id="d1e188">The lift-up mechanism described above is
one of the many mechanisms that contribute to boundary layer
transition. Plenty of research has been conducted on bypass
transition within boundary layers and beneath vortical
disturbances. Various factors have been found to govern the
dominant mechanism: for instance, in the absence of a leading edge
and notable pressure gradient effects as in the study by
<xref ref-type="bibr" rid="bib1.bibx32" id="text.12"/>,
bypass transition proceeds mainly through the amplification
of Klebanoff distortions.
<xref ref-type="bibr" rid="bib1.bibx36" id="text.13"/> observed that the growth of
T–S waves was influenced by the leading-edge geometry. While
low TI levels influenced the location of transition, no
noticeable influence on the amplitude of the Klebanoff
distortions was reported.</p>
      <p id="d1e198">Studies by <xref ref-type="bibr" rid="bib1.bibx1" id="text.14"/>
and <xref ref-type="bibr" rid="bib1.bibx25" id="text.15"/> have found that
the past history of the pressure gradient
or the mean pressure gradient affects transition rather
than the local value at transition.
<xref ref-type="bibr" rid="bib1.bibx52" id="text.16"/>
detected that at higher turbulence intensities,
the leading-edge bluntness plays an important role.
<xref ref-type="bibr" rid="bib1.bibx24" id="text.17"/> further
investigated this issue and showed that unsteady disturbances
with small amplitudes were amplified in the presence of a
blunt leading edge. Further downstream, this base flow
becomes inflectional and inviscidly unstable.
Wave-packet-like disturbances can grow rapidly on these
inflectional profiles.</p>
      <p id="d1e213">Today, it is known that the leading edge is
the key receptivity site for the penetration of free-stream
disturbances as it has the thinnest boundary layer.
An earlier experiment by <xref ref-type="bibr" rid="bib1.bibx20" id="text.18"/>
in the presence of FST with intensities between 1.4 %
and 6.7 % over a flat plate showed that the initial energy in the boundary
layer is proportional to the square of the turbulence intensity.
Furthermore, the energy grows linearly with the Reynolds number based on
the downstream distance.</p>
      <p id="d1e219">A study on the flow through a compressor passage by
<xref ref-type="bibr" rid="bib1.bibx79" id="text.19"/> showed that at moderate FST of up to 3 %,
upstream of separation the amplification of Klebanoff distortions is
suppressed in the favorable pressure gradient region (FPG). Thus, the
FPG is normally stabilizing the flow with respect to bypass transition.
The instantaneous separated shear region, however, included Klebanoff
distortions. At an increased TI of approximately 6.5 % they found
turbulent patches that cause local attachment, but the spanwise
averaged data showed no attached flow. The percentage of time, where
the spanwise averaged flow on the suction surface is attached,
was found to be 59.8 % at a TI of 8 % and
96.6 % at a TI of
10 %, which indicates that there were instances of separation
even at a high TI of 10 %.</p>
      <p id="d1e225">In the case of bypass transition, shear sheltering
is a mechanism that relates free-stream disturbances to the
generation of streaks within the boundary layer via non-modal
growth <xref ref-type="bibr" rid="bib1.bibx14" id="paren.20"/>. The phenomenon of shear
sheltering <xref ref-type="bibr" rid="bib1.bibx29" id="paren.21"/> permits disturbances to penetrate up
to a certain depth into the boundary layer. <xref ref-type="bibr" rid="bib1.bibx31" id="text.22"/> showed that
the penetration depth of a disturbance depends on the frequency
and Reynolds number, with lower frequencies penetrating deeper into the
boundary layer. <xref ref-type="bibr" rid="bib1.bibx78" id="text.23"/>
complemented their analytical solutions with a physical interpretation of shear
sheltering, which contrasts low- and high-frequency modes and their
ability to penetrate the shear layer.
<xref ref-type="bibr" rid="bib1.bibx76" id="text.24"/> further illustrated this filtering effect
of the boundary layer using a model problem with two timescales.</p>
      <p id="d1e243">Streak instabilities can be visualized through
the meandering of the streaks. Both sinusoidal and varicose
modes have been identified <xref ref-type="bibr" rid="bib1.bibx4 bib1.bibx47" id="paren.25"/>. In contrast to
prior research that considered idealized streaks obtained as a
boundary layer response to well-defined forcing, for example a
streamwise vortex <xref ref-type="bibr" rid="bib1.bibx2" id="paren.26"/> or by using a single
inflow continuous Orr–Sommerfeld mode <xref ref-type="bibr" rid="bib1.bibx71" id="paren.27"/>
where the streaks were periodic in the spanwise direction,
<xref ref-type="bibr" rid="bib1.bibx26" id="text.28"/> studied the response of the boundary
layer beneath FST. They observed streaks of different amplitudes,
sizes and orientations, with secondary instabilities being
sporadic and localized on particular streaks. The instability
mode was found to be either the outer or inner type <xref ref-type="bibr" rid="bib1.bibx71" id="paren.29"/>,
and the prevalence depends on the parameters of the flow,
with the outer mode being dominant in zero-pressure-gradient
boundary layers <xref ref-type="bibr" rid="bib1.bibx32" id="paren.30"/>. This issue was confirmed by
<xref ref-type="bibr" rid="bib1.bibx7" id="text.31"/>, with the sinusoidal
scenario more likely to occur.
<xref ref-type="bibr" rid="bib1.bibx77" id="text.32"/> showed
that only two free-stream modes are sufficient
for the complete transition process. These are
a low-frequency component that penetrates the shear layer, causing
the formation of streaks, and a high-frequency component that does
not sufficiently penetrate the boundary layer due to shear
sheltering but provides excitation for the growth of the outer
instability.</p>
      <p id="d1e271">In a study using steady base streaks, <xref ref-type="bibr" rid="bib1.bibx2" id="text.33"/>
computed the outer instability using an inviscid secondary instability
theory and found that the critical streak amplitude is about
26 % of the free-stream velocity for the sinusoidal instability
mode and about 37 % for the more stable varicose mode.
<xref ref-type="bibr" rid="bib1.bibx71" id="text.34"/> relaxed the steady-base-flow
assumption and found that when the base streaks are unsteady,
the sinusoidal and varicose modes merge.
Furthermore, they observed that
the outer mode of instability emerged at a critical streak
amplitude of 8.5 %. A common scenario of the inner instability mode is
a local overlap of the leading edge of a high-speed streak
with that of the trailing edge of a low-speed streak,
causing the local velocity profile to become inflectional.
This leads to a mainly varicose instability in the
vicinity of the wall. For example, in the presence of a blunt leading
edge, <xref ref-type="bibr" rid="bib1.bibx52" id="text.35"/> found
evidence of an inner instability mode as this mode with
a relatively low phase speed is more effectively excited due
to receptivity at the leading edge <xref ref-type="bibr" rid="bib1.bibx71" id="paren.36"/>.
Using a stability analysis, <xref ref-type="bibr" rid="bib1.bibx48" id="text.37"/>
showed that with increasing adverse pressure gradient
the secondary instability changed from the sinusoidal to the
varicose mode.</p>
      <p id="d1e290">To overcome the well-known drawbacks of DNS, wall-resolved large-eddy simulations
(LESs) can be used. In the LES of bypass transition under high FST by
<xref ref-type="bibr" rid="bib1.bibx74" id="text.38"/>,
the constant coefficient subgrid-scale (SGS) model had to be modified in an
ad hoc manner to reduce the dissipation before transition.
The inadequacy of constant coefficient SGS models is also shown
in <xref ref-type="bibr" rid="bib1.bibx60" id="text.39"/>. To alleviate some of these
drawbacks, <xref ref-type="bibr" rid="bib1.bibx23" id="text.40"/>
proposed a dynamic SGS model, where the subgrid-scale stresses vanish
in laminar flows and at solid boundaries, guaranteeing the correct
asymptotic behavior in the near-wall region.
The results of LES of transitional and turbulent channel flow based
on this dynamic SGS model showed good agreement with DNS.
<xref ref-type="bibr" rid="bib1.bibx60" id="text.41"/> compared different SGS models
based on the predicted skin
friction coefficient along a flat plate and showed that
dynamic SGS models are capable of predicting the point of transition
accurately and independently of the transition scenario.</p>
      <p id="d1e305"><xref ref-type="bibr" rid="bib1.bibx42" id="text.42"/> conducted a LES to predict transitional
separation bubbles. Their main objective was to compare the results
with a DNS by <xref ref-type="bibr" rid="bib1.bibx72" id="text.43"/> with emphasis on the
response to FST. The essential
features of the transition process could be captured at a resolution of
around 10 % of the equivalent DNS with an appropriate SGS
model.
Based on LES <xref ref-type="bibr" rid="bib1.bibx54" id="text.44"/> showed that
the mixing caused by Klebanoff modes due to FST
is unsteady while that due to roughness is steady.
The net effect of mixing was a shift in the inflection point of the velocity
profile towards the wall, thus promoting earlier transition. The spanwise
waviness of the Kelvin–Helmholtz vortex and its eventual breakdown
to turbulence  was also associated with the unsteady mixing in the
presence of FST.</p>
      <p id="d1e316"><xref ref-type="bibr" rid="bib1.bibx17" id="text.45"/> performed an
experimental and theoretical
study of a laminar separation bubble and its associated linear stability
mechanisms on a flat plate set-up in a wind tunnel such that there was an imposed pressure gradient typical for an airfoil with separation.
They observed an exponential growth rate of disturbances in the
region upstream of the mean maximum height of the bubble, which is
indicative of a linear stability mechanism. They further find
that the primary instability
mechanism in a separation bubble is inflectional in nature, and its origin can
be traced back upstream of the separation region. The key conclusion
of their study is that the inviscid inflectional instability
of the separated shear layer should be seen as an extension
of the instability of the upstream attached adverse pressure gradient
boundary layer. Furthermore, only when the
separated shear layer has moved considerably away from the wall does
a description by the Kelvin–Helmholtz instability paradigm with its
associated scaling principles become relevant.</p>
      <p id="d1e321">The Brite-Euram project LESFOIL <xref ref-type="bibr" rid="bib1.bibx49" id="paren.46"/> focused on
assessing the feasibility of LES for the computation of the flow around an
airfoil at a Reynolds number of 2 million.
It was found that on a very fine mesh, the resolution was
sufficient to capture the transition process without numerical forcing.
A good agreement with experiments was observed. <xref ref-type="bibr" rid="bib1.bibx11" id="text.47"/> and <xref ref-type="bibr" rid="bib1.bibx12" id="text.48"/> investigated the effect of
artificially generated isotropic inflow turbulence on the flow around
an airfoil using wall-resolved
LES on a fine grid. A perceptible influence of the turbulence
intensity as well as the time and length scales of the inflow
turbulence on the development of the flow field around the airfoil
was found.</p>
      <p id="d1e333">To better understand the process of laminar-to-turbulent
transition on wind turbines,
experimental studies have been conducted. Within the
MexNext project <xref ref-type="bibr" rid="bib1.bibx5" id="paren.49"/> the first
comparisons between measurements and simulations were carried out
for a rotor model in a wind tunnel. Furthermore, transition was
also successfully detected in the experimental data <xref ref-type="bibr" rid="bib1.bibx44" id="paren.50"/>,
where the growth of T–S disturbances was identified
as the main mechanism for the transition process.
Also as a part of the MexNext project, seven transitional CFD
computations from four groups were carried out, and reasonable
agreement between the transition location determined based on
the experimental data and the simulations was found <xref ref-type="bibr" rid="bib1.bibx63" id="paren.51"/>.
In <xref ref-type="bibr" rid="bib1.bibx62" id="text.52"/>
measurements on a rotor blade were carried out in the
free atmosphere to study the behavior
of the boundary layer within a specific zone on the suction side at
different operational states. Laminar and turbulent flow was distinguished.
It was found that in the case of atmospheric flow, the turbulent energy spectrum
possesses a maximum at about 0.01 Hz with a decrease according
to Kolmogorov's <inline-formula><mml:math id="M3" display="inline"><mml:mrow><mml:msup><mml:mi>k</mml:mi><mml:mrow><mml:mo>-</mml:mo><mml:mn mathvariant="normal">5</mml:mn><mml:mo>/</mml:mo><mml:mn mathvariant="normal">3</mml:mn></mml:mrow></mml:msup></mml:mrow></mml:math></inline-formula> law. However, in wind tunnels with
a turbulence grid much more energy is distributed in the kilohertz range.
Thus, it became clear that the concept of <xref ref-type="bibr" rid="bib1.bibx46" id="text.53"/> to
correlate the TI to the <inline-formula><mml:math id="M4" display="inline"><mml:mi>N</mml:mi></mml:math></inline-formula> factor may be questioned in case of atmospheric
inflow without further assumptions about a low-frequency cut-off.</p>
      <p id="d1e377">In <xref ref-type="bibr" rid="bib1.bibx55" id="text.54"/> microphone and pressure sensor measurements
together with thermographic imaging to study transition on a
blade of 45 m length were collected.
A good agreement between both the data of the microphones and
the thermographic imaging technique was found. The laminar–turbulent
transition location in an associated Reynolds-averaged Navier–Stokes (RANS) simulation of the transitional flow,
wherein an <inline-formula><mml:math id="M5" display="inline"><mml:mi>N</mml:mi></mml:math></inline-formula> factor with respect
to Mack's correlation and corresponding to the inflow turbulence
intensity was set up, deviated from the experimental results.
Consequently, it was proposed to conduct wall-resolved LES to better
understand the transition process within atmospheric turbulence.</p>
      <p id="d1e391">According to this long-term goal of running wall-resolved LES with modeled
atmospheric inflow turbulence of appropriate length
and timescales for a better understanding of the
transition modes occurring at
<inline-formula><mml:math id="M6" display="inline"><mml:mrow><mml:mi>R</mml:mi><mml:mi>e</mml:mi></mml:mrow></mml:math></inline-formula> numbers of several million, it was decided to step up <inline-formula><mml:math id="M7" display="inline"><mml:mrow><mml:mi>R</mml:mi><mml:mi>e</mml:mi></mml:mrow></mml:math></inline-formula>
incrementally. The reason is that
transitional studies using wall-resolved LES around airfoils for
<inline-formula><mml:math id="M8" display="inline"><mml:mrow><mml:mi>R</mml:mi><mml:mi>e</mml:mi></mml:mrow></mml:math></inline-formula> numbers on the order of a few million are rarely available.
Hence, the present study comprises wall-resolved LES with modeled
isotropic atmospheric inflow turbulence carried out at a chord
Reynolds number of 100 000 for a 20 % thickness airfoil
corresponding to the test section of the aforementioned
experiment <xref ref-type="bibr" rid="bib1.bibx55" id="paren.55"/>. This paper is intended to
contribute to the growing knowledge on transition mechanisms,
in particular bypass transition, and to investigate the mode of
transition as a function of atmospheric inflow turbulence
intensity.
An area of particular interest was to look at how much energy
of the low-frequency disturbances penetrates into the boundary layer
in comparison to a case without any added inflow turbulence.</p>
      <p id="d1e427">The paper is organized as follows: Sect. <xref ref-type="sec" rid="Ch1.S2"/> briefly
summaries the main features of the underlying simulation methodology.
The description of the flow cases including the numerical setup (grid, boundary
conditions, inflow turbulence) is provided in Sect. <xref ref-type="sec" rid="Ch1.S3"/>.
The results are evaluated and discussed in
Sect. <xref ref-type="sec" rid="Ch1.S4"/>, and conclusions are drawn
in Sect. <xref ref-type="sec" rid="Ch1.S5"/>.</p>
</sec>
<sec id="Ch1.S2">
  <label>2</label><title>Simulation approach and numerical method</title>
      <p id="d1e446">The simulation methodology relies on a classical wall-resolved
large-eddy simulation extended by an inflow generator as explained
below. The main features are summarized in Table <xref ref-type="table" rid="Ch1.T1"/>.
The filtered three-dimensional, time-dependent Navier–Stokes equations
for an incompressible fluid are solved based on a finite-volume
method on block-structured grids,
which is second-order accurate in space and
time <xref ref-type="bibr" rid="bib1.bibx8 bib1.bibx9 bib1.bibx10" id="paren.56"/>.
The additional subgrid-scale stress tensor
mimics the influence of the non-resolved small-scale structures on the
resolved large eddies. In the present study, the widely used
dynamic version of the classical <xref ref-type="bibr" rid="bib1.bibx67" id="text.57"/> model
is applied, which was introduced by <xref ref-type="bibr" rid="bib1.bibx23" id="text.58"/>
and <xref ref-type="bibr" rid="bib1.bibx43" id="text.59"/>.
As mentioned in the introduction, the dynamic variant has several
advantages compared to the constant coefficient SGS model and is a must
for the prediction of transitional flows.
As detailed in Sect. <xref ref-type="sec" rid="Ch1.S3"/>, the near-wall
grid resolution is fine enough to resolve the viscous sublayer.
Thus, the Stokes no-slip condition is applied at the surface of the airfoil.</p>
      <p id="d1e466">Synthetic turbulence inflow generators (STIGs) based on a variety of
different techniques were suggested in the literature; see, e.g., the
review by <xref ref-type="bibr" rid="bib1.bibx69" id="text.60"/>
evaluating the pros and cons of the different techniques.
In the present study the digital filter method originally proposed by
<xref ref-type="bibr" rid="bib1.bibx38" id="text.61"/> is applied to generate
artificial turbulent inflow data. Presently, the
more efficient procedure suggested by <xref ref-type="bibr" rid="bib1.bibx35" id="text.62"/>
is used, since it reduces the computational
effort and memory requirements significantly compared to
the original method by <xref ref-type="bibr" rid="bib1.bibx38" id="text.63"/>.
The method relies on discrete linear digital non-recursive
filters, which depend on certain statistical properties
to be defined by the user. These are profiles of the
mean velocity and Reynolds stresses and the
definition of one integral timescale (<inline-formula><mml:math id="M9" display="inline"><mml:mi>T</mml:mi></mml:math></inline-formula>) and two integral
length scales (<inline-formula><mml:math id="M10" display="inline"><mml:mrow><mml:msub><mml:mi>L</mml:mi><mml:mi>y</mml:mi></mml:msub></mml:mrow></mml:math></inline-formula>, <inline-formula><mml:math id="M11" display="inline"><mml:mrow><mml:msub><mml:mi>L</mml:mi><mml:mi>z</mml:mi></mml:msub></mml:mrow></mml:math></inline-formula>). These quantities are sufficient
to generate artificial turbulence with proper autocorrelations in time
and two-point correlations in space.
For this purpose, the filter coefficients are multiplied
with a series of random numbers characterized by a zero mean and
a unit variance. Thereby, the filter coefficients describe the two-point
correlations and the autocorrelation of the inflow turbulence.
A required three-dimensional correlation between the filter
coefficients is achieved by the convolution of three one-dimensional
filter coefficients. The cross-correlations between
all three velocity components and thus the representation of a
realistic inflow turbulence are guaranteed by the application
of the transformation by <xref ref-type="bibr" rid="bib1.bibx45" id="text.64"/>.</p>
      <p id="d1e514">In the present setup the inflow turbulence is not imposed
at the inlet of the computational domain but within the domain
using a special source-term formulation developed and validated
in <xref ref-type="bibr" rid="bib1.bibx16" id="text.65"/>, <xref ref-type="bibr" rid="bib1.bibx65" id="text.66"/>, <xref ref-type="bibr" rid="bib1.bibx11" id="text.67"/>, and <xref ref-type="bibr" rid="bib1.bibx12" id="text.68"/>. The
idea behind the source-term formulation is that it enables the
injection of inflow turbulence in sufficiently resolved flow
regions. This measure prohibits it from being damped out by numerical
dissipation before reaching the region of interest. For external flows as
considered in the present study, the inlet region is not resolved
by a fine grid, which leads to a strong damping up to a
complete cancellation of small flow
structures. However, the regions of main interest are the
boundary layers and the wake region, where the grid is
strongly clustered and thus is sufficiently fine to
resolve these structures. Consequently, the injection of the
inflow turbulence is done in this region as detailed in
Sect. <xref ref-type="sec" rid="Ch1.S3"/>.
The artificial velocity fluctuations generated by
the digital filter method explained above are introduced as
source terms directly into the momentum equation. In
<xref ref-type="bibr" rid="bib1.bibx65" id="text.69"/> the method was shown to guarantee the
correct distribution of the autocorrelations. Besides the
application to channel flows <xref ref-type="bibr" rid="bib1.bibx65" id="paren.70"/>, the source term
methodology was also successfully applied to the bluff-body flow
past a wall-mounted hemisphere <xref ref-type="bibr" rid="bib1.bibx16" id="paren.71"/> and the flow around
the SD7003 airfoil <xref ref-type="bibr" rid="bib1.bibx65 bib1.bibx11 bib1.bibx12" id="paren.72"/>. For
more information about the validation of the method, we refer to
<xref ref-type="bibr" rid="bib1.bibx65" id="text.73"/>, <xref ref-type="bibr" rid="bib1.bibx11" id="text.74"/>, <xref ref-type="bibr" rid="bib1.bibx12" id="text.75"/>, and <xref ref-type="bibr" rid="bib1.bibx16" id="text.76"/>.</p>

<?xmltex \floatpos{t}?><table-wrap id="Ch1.T1" specific-use="star"><?xmltex \currentcnt{1}?><label>Table 1</label><caption><p id="d1e561">Finite-volume method and models used for LES. </p></caption><oasis:table frame="topbot"><oasis:tgroup cols="2">
     <oasis:colspec colnum="1" colname="col1" align="justify" colwidth="3.5cm"/>
     <oasis:colspec colnum="2" colname="col2" align="justify" colwidth="9.5cm"/>
     <oasis:thead>
       <oasis:row rowsep="1">
         <oasis:entry colname="col1">Property</oasis:entry>
         <oasis:entry colname="col2">Feature</oasis:entry>
       </oasis:row>
     </oasis:thead>
     <oasis:tbody>
       <oasis:row>
         <oasis:entry colname="col1">Fluid</oasis:entry>
         <oasis:entry colname="col2">incompressible</oasis:entry>
       </oasis:row>
       <oasis:row>
         <oasis:entry colname="col1">Grid type</oasis:entry>
         <oasis:entry colname="col2">curvilinear, block-structured</oasis:entry>
       </oasis:row>
       <oasis:row>
         <oasis:entry colname="col1">Variable arrangement</oasis:entry>
         <oasis:entry colname="col2">cell-centered, non-staggered</oasis:entry>
       </oasis:row>
       <oasis:row>
         <oasis:entry colname="col1">Discretization of integrals</oasis:entry>
         <oasis:entry colname="col2">midpoint rule</oasis:entry>
       </oasis:row>
       <oasis:row>
         <oasis:entry colname="col1">Interpolation scheme</oasis:entry>
         <oasis:entry colname="col2">linear interpolation</oasis:entry>
       </oasis:row>
       <oasis:row>
         <oasis:entry colname="col1">Accuracy in space</oasis:entry>
         <oasis:entry colname="col2">second-order accurate</oasis:entry>
       </oasis:row>
       <oasis:row>
         <oasis:entry colname="col1">Solution scheme</oasis:entry>
         <oasis:entry colname="col2">predictor-corrector time-marching scheme</oasis:entry>
       </oasis:row>
       <oasis:row>
         <oasis:entry colname="col1">Predictor</oasis:entry>
         <oasis:entry colname="col2">low-storage Runge–Kutta scheme</oasis:entry>
       </oasis:row>
       <oasis:row>
         <oasis:entry colname="col1">Corrector</oasis:entry>
         <oasis:entry colname="col2">pressure-correction method</oasis:entry>
       </oasis:row>
       <oasis:row>
         <oasis:entry colname="col1">Accuracy in time</oasis:entry>
         <oasis:entry colname="col2">second-order accurate</oasis:entry>
       </oasis:row>
       <oasis:row>
         <oasis:entry colname="col1">Pressure–velocity coupling</oasis:entry>
         <oasis:entry colname="col2">momentum interpolation technique <xref ref-type="bibr" rid="bib1.bibx58" id="paren.77"/></oasis:entry>
       </oasis:row>
       <oasis:row>
         <oasis:entry colname="col1">Turbulence modeling</oasis:entry>
         <oasis:entry colname="col2">large-eddy simulation <xref ref-type="bibr" rid="bib1.bibx8 bib1.bibx9 bib1.bibx10" id="paren.78"/></oasis:entry>
       </oasis:row>
       <oasis:row>
         <oasis:entry colname="col1">SGS model</oasis:entry>
         <oasis:entry colname="col2">dynamic Smagorinsky model <xref ref-type="bibr" rid="bib1.bibx23 bib1.bibx43" id="paren.79"/></oasis:entry>
       </oasis:row>
       <oasis:row>
         <oasis:entry colname="col1">Wall treatment</oasis:entry>
         <oasis:entry colname="col2">wall-resolved LES (Stokes no-slip condition)</oasis:entry>
       </oasis:row>
       <oasis:row>
         <oasis:entry colname="col1">Inflow turbulence</oasis:entry>
         <oasis:entry colname="col2">digital filter concept <xref ref-type="bibr" rid="bib1.bibx38 bib1.bibx35" id="paren.80"/></oasis:entry>
       </oasis:row>
       <oasis:row>
         <oasis:entry colname="col1">Inflow injection</oasis:entry>
         <oasis:entry colname="col2">source-term formulation <xref ref-type="bibr" rid="bib1.bibx16 bib1.bibx65 bib1.bibx11 bib1.bibx12" id="paren.81"/></oasis:entry>
       </oasis:row>
     </oasis:tbody>
   </oasis:tgroup></oasis:table></table-wrap>

</sec>
<sec id="Ch1.S3">
  <label>3</label><title>Description of the flow case and numerical setup</title>
<sec id="Ch1.S3.SS1">
  <label>3.1</label><title>Description of the flow case</title>
      <p id="d1e759">The airfoil profile with a relative thickness of 20 % used for
this study corresponds to the profile at a radius of 35 m
on a wind turbine blade of the type
LM45.3p as used on the 2 MW Senvion (formerly REpower) MM92 wind turbine.
This corresponds to the test section of the experiment <xref ref-type="bibr" rid="bib1.bibx55" id="paren.82"/>
of interest. The study focuses on the flow past this airfoil at an angle of
attack of <inline-formula><mml:math id="M12" display="inline"><mml:mrow><mml:mi mathvariant="italic">α</mml:mi><mml:mo>=</mml:mo><mml:mn mathvariant="normal">4</mml:mn><mml:msup><mml:mi/><mml:mo>∘</mml:mo></mml:msup></mml:mrow></mml:math></inline-formula>, which lies within the range measured
during the experiment. A Reynolds number of <inline-formula><mml:math id="M13" display="inline"><mml:mrow><mml:mi>R</mml:mi><mml:msub><mml:mi>e</mml:mi><mml:mi mathvariant="normal">c</mml:mi></mml:msub><mml:mo>=</mml:mo><mml:msup><mml:mn mathvariant="normal">10</mml:mn><mml:mn mathvariant="normal">5</mml:mn></mml:msup></mml:mrow></mml:math></inline-formula> based on
the free-stream velocity <inline-formula><mml:math id="M14" display="inline"><mml:mrow><mml:msub><mml:mi>u</mml:mi><mml:mi mathvariant="normal">∞</mml:mi></mml:msub></mml:mrow></mml:math></inline-formula> and the chord length c was chosen
for the current study. Note that all results presented below are
non-dimensionalized by these two parameters. The current case
is thought as a buildup to the higher <inline-formula><mml:math id="M15" display="inline"><mml:mrow><mml:mi>R</mml:mi><mml:mi>e</mml:mi></mml:mrow></mml:math></inline-formula> numbers of the experiment,
which lie on the order of a few million as described in
Sect. <xref ref-type="sec" rid="Ch1.S1"/>. A parameter study with varying inflow turbulence intensities of TI <inline-formula><mml:math id="M16" display="inline"><mml:mrow><mml:mo>=</mml:mo><mml:mn mathvariant="normal">0</mml:mn></mml:mrow></mml:math></inline-formula>, 1.4 %, 2.8 %, 5.6 % and
11.2 % was carried out.</p>
</sec>
<sec id="Ch1.S3.SS2">
  <label>3.2</label><title>Numerical setup</title>
<sec id="Ch1.S3.SS2.SSS1">
  <label>3.2.1</label><title>Computational domain and grid resolution</title>
      <p id="d1e850">The numerical simulations used a C-type grid
with the angle of attack already included in the base mesh.
The mesh extends eight chord lengths
upstream of the leading edge of the airfoil and 15 chord lengths downstream
of the trailing edge to avoid the influence of the outflow boundary condition on
the flow around the airfoil.
This is a standard domain size which is sufficient for LES as also seen in, for example, <xref ref-type="bibr" rid="bib1.bibx49" id="text.83"/>, <xref ref-type="bibr" rid="bib1.bibx34" id="text.84"/>, <xref ref-type="bibr" rid="bib1.bibx22" id="text.85"/>, and <xref ref-type="bibr" rid="bib1.bibx68" id="text.86"/>.
A suitable choice of the spanwise extension of the
computational domain is critical for such geometrically two-dimensional airfoils.
The spanwise width is set to <inline-formula><mml:math id="M17" display="inline"><mml:mrow><mml:mi>z</mml:mi><mml:mo>/</mml:mo><mml:mi>c</mml:mi><mml:mo>=</mml:mo><mml:mn mathvariant="normal">0.25</mml:mn></mml:mrow></mml:math></inline-formula> as seen in <xref ref-type="bibr" rid="bib1.bibx65" id="text.87"/> and <xref ref-type="bibr" rid="bib1.bibx11" id="text.88"/>
for a Reynolds number of 60 000. At this Reynolds number,
<xref ref-type="bibr" rid="bib1.bibx21" id="text.89"/> found marginal differences for cases with spanwise
widths between <inline-formula><mml:math id="M18" display="inline"><mml:mrow><mml:mi>z</mml:mi><mml:mo>/</mml:mo><mml:mi>c</mml:mi><mml:mo>=</mml:mo><mml:mn mathvariant="normal">0.1</mml:mn></mml:mrow></mml:math></inline-formula> and <inline-formula><mml:math id="M19" display="inline"><mml:mn mathvariant="normal">0.3</mml:mn></mml:math></inline-formula>. Furthermore,
<xref ref-type="bibr" rid="bib1.bibx64" id="text.90"/> has carried out simulations
with <inline-formula><mml:math id="M20" display="inline"><mml:mrow><mml:mi>z</mml:mi><mml:mo>/</mml:mo><mml:mi>c</mml:mi><mml:mo>=</mml:mo><mml:mn mathvariant="normal">0.25</mml:mn></mml:mrow></mml:math></inline-formula> and <inline-formula><mml:math id="M21" display="inline"><mml:mn mathvariant="normal">0.5</mml:mn></mml:math></inline-formula>,
where two-point correlations were evaluated. A width of
<inline-formula><mml:math id="M22" display="inline"><mml:mrow><mml:mi>z</mml:mi><mml:mo>/</mml:mo><mml:mi>c</mml:mi><mml:mo>=</mml:mo><mml:mn mathvariant="normal">0.25</mml:mn></mml:mrow></mml:math></inline-formula> was found to be sufficient.
Transitional studies in the LESFOIL project <xref ref-type="bibr" rid="bib1.bibx49" id="paren.91"/> at <inline-formula><mml:math id="M23" display="inline"><mml:mrow><mml:mi>R</mml:mi><mml:msub><mml:mi>e</mml:mi><mml:mi mathvariant="normal">c</mml:mi></mml:msub></mml:mrow></mml:math></inline-formula>
of <inline-formula><mml:math id="M24" display="inline"><mml:mrow><mml:mn mathvariant="normal">2</mml:mn><mml:mo>×</mml:mo><mml:msup><mml:mn mathvariant="normal">10</mml:mn><mml:mn mathvariant="normal">6</mml:mn></mml:msup></mml:mrow></mml:math></inline-formula> used a spanwise extension of <inline-formula><mml:math id="M25" display="inline"><mml:mrow><mml:mi>z</mml:mi><mml:mo>/</mml:mo><mml:mi>c</mml:mi><mml:mo>=</mml:mo><mml:mn mathvariant="normal">0.012</mml:mn></mml:mrow></mml:math></inline-formula>, which
corresponds to a spanwise width scaled down by a factor of 20 in
comparison to that of the present study, while the flow has a Reynolds
number scaled down by a factor of 20 compared to that of the LESFOIL project.</p>
      <p id="d1e1005">The quality of the grid was given high importance with special
focus on grid orthogonality,
low expansion factors and the maintenance of grid smoothness within
the computational domain. It satisfies the grid resolution requirements
for a wall-resolved LES as outlined by <xref ref-type="bibr" rid="bib1.bibx53" id="text.92"/>
with a <inline-formula><mml:math id="M26" display="inline"><mml:mrow><mml:msubsup><mml:mi>y</mml:mi><mml:mrow><mml:mn mathvariant="normal">1</mml:mn><mml:mi mathvariant="normal">st</mml:mi></mml:mrow><mml:mo>+</mml:mo></mml:msubsup><mml:mo>&lt;</mml:mo><mml:mn mathvariant="normal">2</mml:mn></mml:mrow></mml:math></inline-formula> for the wall-normal resolution,
<inline-formula><mml:math id="M27" display="inline"><mml:mrow><mml:mi mathvariant="normal">Δ</mml:mi><mml:msup><mml:mi>x</mml:mi><mml:mo>+</mml:mo></mml:msup><mml:mo>=</mml:mo><mml:mi mathvariant="script">O</mml:mi><mml:mo>(</mml:mo><mml:mn mathvariant="normal">50</mml:mn><mml:mo>-</mml:mo><mml:mn mathvariant="normal">150</mml:mn><mml:mo>)</mml:mo></mml:mrow></mml:math></inline-formula> for the streamwise resolution
and <inline-formula><mml:math id="M28" display="inline"><mml:mrow><mml:mi mathvariant="normal">Δ</mml:mi><mml:msup><mml:mi>z</mml:mi><mml:mo>+</mml:mo></mml:msup><mml:mo>=</mml:mo><mml:mi mathvariant="script">O</mml:mi><mml:mo>(</mml:mo><mml:mn mathvariant="normal">15</mml:mn><mml:mo>-</mml:mo><mml:mn mathvariant="normal">40</mml:mn><mml:mo>)</mml:mo></mml:mrow></mml:math></inline-formula> for the spanwise resolution.
Furthermore, the grid resolution applied satisfies the
requirements proposed by <xref ref-type="bibr" rid="bib1.bibx3" id="text.93"/>, who performed a grid
convergence study for wall-resolved LES including separation bubbles
and found grid-independent results for <inline-formula><mml:math id="M29" display="inline"><mml:mrow><mml:msub><mml:mi>c</mml:mi><mml:mi>p</mml:mi></mml:msub></mml:mrow></mml:math></inline-formula> and <inline-formula><mml:math id="M30" display="inline"><mml:mrow><mml:msub><mml:mi>c</mml:mi><mml:mi>f</mml:mi></mml:msub></mml:mrow></mml:math></inline-formula> as well
as a sufficient resolution for resolving streaks using a grid with
<inline-formula><mml:math id="M31" display="inline"><mml:mrow><mml:mi mathvariant="normal">Δ</mml:mi><mml:msup><mml:mi>x</mml:mi><mml:mo>+</mml:mo></mml:msup><mml:mo>=</mml:mo><mml:mi mathvariant="script">O</mml:mi><mml:mo>(</mml:mo><mml:mn mathvariant="normal">25</mml:mn><mml:mo>-</mml:mo><mml:mn mathvariant="normal">50</mml:mn><mml:mo>)</mml:mo></mml:mrow></mml:math></inline-formula> for the streamwise,
<inline-formula><mml:math id="M32" display="inline"><mml:mrow><mml:mi mathvariant="normal">Δ</mml:mi><mml:msup><mml:mi>z</mml:mi><mml:mo>+</mml:mo></mml:msup><mml:mo>=</mml:mo><mml:mi mathvariant="script">O</mml:mi><mml:mo>(</mml:mo><mml:mn mathvariant="normal">13</mml:mn><mml:mo>-</mml:mo><mml:mn mathvariant="normal">30</mml:mn><mml:mo>)</mml:mo></mml:mrow></mml:math></inline-formula> for the spanwise
and <inline-formula><mml:math id="M33" display="inline"><mml:mrow><mml:msubsup><mml:mi>y</mml:mi><mml:mrow><mml:mn mathvariant="normal">1</mml:mn><mml:mi mathvariant="normal">st</mml:mi></mml:mrow><mml:mo>+</mml:mo></mml:msubsup><mml:mo>=</mml:mo><mml:mn mathvariant="normal">0.8</mml:mn></mml:mrow></mml:math></inline-formula> in the wall-normal direction.</p>
      <p id="d1e1185">The computational domain is discretized by 56 control
volumes (CVs) <inline-formula><mml:math id="M34" display="inline"><mml:mrow><mml:mo>(</mml:mo><mml:mi mathvariant="normal">Δ</mml:mi><mml:msup><mml:mi>z</mml:mi><mml:mo>+</mml:mo></mml:msup><mml:mo>≤</mml:mo><mml:mn mathvariant="normal">25</mml:mn><mml:mo>)</mml:mo></mml:mrow></mml:math></inline-formula> in the spanwise direction.
In the tangential direction it is discretized by
240 CVs <inline-formula><mml:math id="M35" display="inline"><mml:mrow><mml:mo>(</mml:mo><mml:mi mathvariant="normal">Δ</mml:mi><mml:msup><mml:mi>x</mml:mi><mml:mo>+</mml:mo></mml:msup><mml:mo>≤</mml:mo><mml:mn mathvariant="normal">30</mml:mn><mml:mo>)</mml:mo></mml:mrow></mml:math></inline-formula>
on the suction side of the airfoil and by 162 CVs <inline-formula><mml:math id="M36" display="inline"><mml:mrow><mml:mo>(</mml:mo><mml:mi mathvariant="normal">Δ</mml:mi><mml:msup><mml:mi>x</mml:mi><mml:mo>+</mml:mo></mml:msup><mml:mo>≤</mml:mo><mml:mn mathvariant="normal">60</mml:mn><mml:mo>)</mml:mo></mml:mrow></mml:math></inline-formula>
on the pressure side. Since the transition process on the suction side is of
special interest, a finer grid resolution is applied there. To allow for the
resolution of the viscous sublayer, the resolution near the wall
satisfies the condition <inline-formula><mml:math id="M37" display="inline"><mml:mrow><mml:msubsup><mml:mi>y</mml:mi><mml:mrow><mml:mn mathvariant="normal">1</mml:mn><mml:mi mathvariant="normal">st</mml:mi></mml:mrow><mml:mo>+</mml:mo></mml:msubsup><mml:mo>&lt;</mml:mo><mml:mn mathvariant="normal">1</mml:mn></mml:mrow></mml:math></inline-formula> (first cell center).
With a mild expansion factor of the geometrical series of 1.05 for the
wall-normal direction, there are 193 CVs in the wall-normal direction
and 169 CVs in the wake region.
Overall, the curvilinear block-structured  grid consists of
about <inline-formula><mml:math id="M38" display="inline"><mml:mrow><mml:mn mathvariant="normal">8.2</mml:mn><mml:mo>×</mml:mo><mml:msup><mml:mn mathvariant="normal">10</mml:mn><mml:mn mathvariant="normal">6</mml:mn></mml:msup></mml:mrow></mml:math></inline-formula> CVs and 73 blocks. Parallelization is
achieved based on grid
partitioning with the classical domain decomposition and MPI.</p>
      <p id="d1e1286">The dimensionless simulation time step is set to
<inline-formula><mml:math id="M39" display="inline"><mml:mrow><mml:mi mathvariant="normal">Δ</mml:mi><mml:mi>t</mml:mi><mml:mspace width="0.25em" linebreak="nobreak"/><mml:msub><mml:mi>u</mml:mi><mml:mi mathvariant="normal">∞</mml:mi></mml:msub><mml:mo>/</mml:mo><mml:mi>c</mml:mi><mml:mo>=</mml:mo><mml:mn mathvariant="normal">5</mml:mn><mml:mo>×</mml:mo><mml:msup><mml:mn mathvariant="normal">10</mml:mn><mml:mrow><mml:mo>-</mml:mo><mml:mn mathvariant="normal">6</mml:mn></mml:mrow></mml:msup></mml:mrow></mml:math></inline-formula>, which corresponds to
a low maximum CFL number of about 0.05. The simulations were run for a
total of <inline-formula><mml:math id="M40" display="inline"><mml:mrow><mml:mn mathvariant="normal">3.34</mml:mn><mml:mo>×</mml:mo><mml:msup><mml:mn mathvariant="normal">10</mml:mn><mml:mn mathvariant="normal">6</mml:mn></mml:msup></mml:mrow></mml:math></inline-formula> time steps with <inline-formula><mml:math id="M41" display="inline"><mml:mrow><mml:mn mathvariant="normal">1.7</mml:mn><mml:mo>×</mml:mo><mml:msup><mml:mn mathvariant="normal">10</mml:mn><mml:mn mathvariant="normal">6</mml:mn></mml:msup></mml:mrow></mml:math></inline-formula> averaging time steps
covering 8.5 dimensionless time units. Each simulation was run in
parallel on 73 processors consuming approximately <inline-formula><mml:math id="M42" display="inline"><mml:mrow><mml:mn mathvariant="normal">80.5</mml:mn><mml:mi>k</mml:mi></mml:mrow></mml:math></inline-formula> CPU hours each.</p>
      <p id="d1e1364">Since the analysis is solely based on numerical simulations,
it was necessary to run a grid convergence study to show that the grid
used is sufficient in terms of its resolution for the objectives of the
current investigation. The computational set-up
described above (standard grid) is the one used for the present study.
The grid independence study was conducted by applying a refined
grid with about
3 times more grid points. A comparison of the most important
grid parameters is given in Table <xref ref-type="table" rid="Ch1.T2"/>.
For the purpose of this study,
it is crucial that the transition processes predicted on both
grids are the same. Figure <xref ref-type="fig" rid="Ch1.F1"/>
shows a comparison using the dimensionless <inline-formula><mml:math id="M43" display="inline"><mml:mi>Q</mml:mi></mml:math></inline-formula> criterion.
From Fig. <xref ref-type="fig" rid="Ch1.F1"/>a and b it is clear that when using both the
standard and the refined grid,
spanwise rolls are observed upstream of the separation
with larger rolls associated with a Kelvin–Helmholtz (K–H) type of
instability seen downstream of the separation, which finally breaks
down to turbulence. In both cases, the location of the laminar
separation and turbulent reattachment as well as the general
transition process and location of the K–H rolls are very similar.</p>

      <?xmltex \floatpos{p}?><fig id="Ch1.F1" specific-use="star"><?xmltex \currentcnt{1}?><?xmltex \def\figurename{Figure}?><label>Figure 1</label><caption><p id="d1e1382">Instantaneous iso-surfaces of the <inline-formula><mml:math id="M44" display="inline"><mml:mi>Q</mml:mi></mml:math></inline-formula> criterion (<inline-formula><mml:math id="M45" display="inline"><mml:mrow><mml:mi>Q</mml:mi><mml:mo>=</mml:mo><mml:mn mathvariant="normal">250</mml:mn></mml:mrow></mml:math></inline-formula>)
colored by the mean streamwise velocity normalized by <inline-formula><mml:math id="M46" display="inline"><mml:mrow><mml:msubsup><mml:mi>u</mml:mi><mml:mi mathvariant="normal">∞</mml:mi><mml:mn mathvariant="normal">2</mml:mn></mml:msubsup><mml:mo>/</mml:mo><mml:msup><mml:mi>c</mml:mi><mml:mn mathvariant="normal">2</mml:mn></mml:msup></mml:mrow></mml:math></inline-formula>. The <inline-formula><mml:math id="M47" display="inline"><mml:mi>Q</mml:mi></mml:math></inline-formula> criterion is commonly used for vortex visualization and defines vortices
as areas where the vorticity magnitude is greater than the magnitude of the rate of strain <xref ref-type="bibr" rid="bib1.bibx30" id="paren.94"/>. The black rectangle highlights the mean separation region, which is visualized below by the black iso-surface (<inline-formula><mml:math id="M48" display="inline"><mml:mrow><mml:msub><mml:mi>u</mml:mi><mml:mi mathvariant="normal">mean</mml:mi></mml:msub><mml:mo>=</mml:mo><mml:mo>-</mml:mo><mml:mn mathvariant="normal">0.01</mml:mn></mml:mrow></mml:math></inline-formula>) indicating negative mean velocity.
</p></caption>
            <?xmltex \igopts{width=455.244094pt}?><graphic xlink:href="https://wes.copernicus.org/articles/7/967/2022/wes-7-967-2022-f01.png"/>

          </fig>

      <p id="d1e1458">Clearly visible, high-frequency streamwise components appear
around the mid-blade, especially seen in
Fig. <xref ref-type="fig" rid="Ch1.F1"/>a, which have to be explained.
These are caused by numerical noise and are only visible near
the region of breakdown to turbulence and according to our analysis
do not directly affect the transition process. The cause was found
to be some minor numerical oscillations due to the application of
the central second-order accurate scheme. This scheme has the
advantage of low numerical dissipation, which is important for LES
and especially the simulation of transitional flows.
On the other hand, it is prone to numerical oscillations. To show
that the numerical scheme is indeed the cause, the case with
TI <inline-formula><mml:math id="M49" display="inline"><mml:mo>=</mml:mo></mml:math></inline-formula> 0 % was separately run using a blended scheme, that
is, a blend between a standard 98 % central difference scheme
(CDS) and a 2 % standard upwind scheme. The blended scheme
is hereafter referred to as 98 % CDS. The resulting
<inline-formula><mml:math id="M50" display="inline"><mml:mi>Q</mml:mi></mml:math></inline-formula>-criterion plot is depicted in
Fig. <xref ref-type="fig" rid="Ch1.F1"/>c. By comparing with
Fig. <xref ref-type="fig" rid="Ch1.F1"/>a, it is clear that the
high-frequency streamwise components have noticeably reduced when the
blending scheme is used. However, the application of the blended scheme
with a 2 % upwind contribution did not
alter the transition process, and only a slight change to the
separation region is visible on the <inline-formula><mml:math id="M51" display="inline"><mml:mrow><mml:msub><mml:mi>c</mml:mi><mml:mi>p</mml:mi></mml:msub></mml:mrow></mml:math></inline-formula> and <inline-formula><mml:math id="M52" display="inline"><mml:mrow><mml:msub><mml:mi>c</mml:mi><mml:mi>f</mml:mi></mml:msub></mml:mrow></mml:math></inline-formula> distributions
depicted in
Fig. <xref ref-type="fig" rid="Ch1.F2"/>a. Since there are no changes to the
transition scenario, it was not deemed necessary to apply the blended
scheme to the other cases with added inflow turbulence and restart the
entire simulations as this would consume the limited computational
resources needed for the simulations at higher <inline-formula><mml:math id="M53" display="inline"><mml:mrow><mml:mi>R</mml:mi><mml:mi>e</mml:mi></mml:mrow></mml:math></inline-formula>. Thus, all
results discussed hereafter and especially in
Sect. <xref ref-type="sec" rid="Ch1.S4"/> refer to the use of the standard central
second-order accurate scheme (100 % CDS) unless explicitly stated otherwise.</p>

      <?xmltex \floatpos{p}?><fig id="Ch1.F2" specific-use="star"><?xmltex \currentcnt{2}?><?xmltex \def\figurename{Figure}?><label>Figure 2</label><caption><p id="d1e1520">Comparison of time and spanwise averaged statistics at TI <inline-formula><mml:math id="M54" display="inline"><mml:mo>=</mml:mo></mml:math></inline-formula> 0 %.</p></caption>
            <?xmltex \igopts{width=398.338583pt}?><graphic xlink:href="https://wes.copernicus.org/articles/7/967/2022/wes-7-967-2022-f02.png"/>

          </fig>

      <p id="d1e1536">Figure <xref ref-type="fig" rid="Ch1.F2"/>a also shows a comparison
of the pressure coefficient between the standard and the refined grid.
For comparison purposes, data from XFOIL <xref ref-type="bibr" rid="bib1.bibx18" id="paren.95"/> are
also included for a <inline-formula><mml:math id="M55" display="inline"><mml:mrow><mml:msub><mml:mi>N</mml:mi><mml:mi mathvariant="normal">crit</mml:mi></mml:msub></mml:mrow></mml:math></inline-formula> value of
9, where <inline-formula><mml:math id="M56" display="inline"><mml:mrow><mml:msub><mml:mi>N</mml:mi><mml:mi mathvariant="normal">crit</mml:mi></mml:msub></mml:mrow></mml:math></inline-formula> is the log of the amplification
factor of the most amplified
frequency that triggers transition.
The corresponding
<inline-formula><mml:math id="M57" display="inline"><mml:mrow><mml:msub><mml:mi>c</mml:mi><mml:mi>f</mml:mi></mml:msub></mml:mrow></mml:math></inline-formula> plot can be seen in Fig. <xref ref-type="fig" rid="Ch1.F2"/>b.
Slight deviations between the results on both grids are visible.
However, for the current study which is focused on the
transition phenomena, the standard grid provides a
sufficiently accurate resolution with no significant changes observed
in the mode of transition as discussed above.
Additionally, the suction side
is of special interest in our study, which possesses
a finer grid resolution than the pressure side. Details are found
in Table <xref ref-type="table" rid="Ch1.T2"/>. Taking into account the goal of the
present study and the very high computational costs
already necessary for the long-lasting time-consuming
predictions on the standard grid, the resolution of the standard grid
is deemed to be sufficient for the purpose of this study.</p>
      <p id="d1e1583">Furthermore, it is unexpected to see deviations
mainly in the laminar region of the flow on the suction side,
hinting at another possible reason not directly related to grid
independence. The peak in the <inline-formula><mml:math id="M58" display="inline"><mml:mrow><mml:msub><mml:mi>c</mml:mi><mml:mi>f</mml:mi></mml:msub></mml:mrow></mml:math></inline-formula> plot at around 10 % chord
in the case of the refined grid
is similar to what is seen in preliminary studies for a Reynolds
number of <inline-formula><mml:math id="M59" display="inline"><mml:mrow><mml:mn mathvariant="normal">500</mml:mn><mml:mi>k</mml:mi></mml:mrow></mml:math></inline-formula> of the same airfoil. This deviation
in the friction coefficient is caused
by the airfoil geometry not being sufficiently smooth, an issue
that becomes increasingly prominent with increasing grid
resolution. By fixing the airfoil smoothing issue, the case
at <inline-formula><mml:math id="M60" display="inline"><mml:mrow><mml:mi>R</mml:mi><mml:mi>e</mml:mi><mml:mo>=</mml:mo><mml:mn mathvariant="normal">500</mml:mn><mml:mi>k</mml:mi></mml:mrow></mml:math></inline-formula> experiences an increase in the favorable pressure
gradient and a smoothening of the <inline-formula><mml:math id="M61" display="inline"><mml:mrow><mml:msub><mml:mi>c</mml:mi><mml:mi>f</mml:mi></mml:msub></mml:mrow></mml:math></inline-formula> curve. It is very
likely that the same issue is at play on the refined grid at
<inline-formula><mml:math id="M62" display="inline"><mml:mrow><mml:mi>R</mml:mi><mml:mi>e</mml:mi><mml:mo>=</mml:mo><mml:mn mathvariant="normal">100</mml:mn><mml:mi>k</mml:mi></mml:mrow></mml:math></inline-formula>.
From the plot of the displacement and momentum thickness
(Fig. <xref ref-type="fig" rid="Ch1.F5"/>e and f),
it is obvious that the boundary layer properties in the laminar region converge
quite well, further indicating that the <inline-formula><mml:math id="M63" display="inline"><mml:mrow><mml:msub><mml:mi>c</mml:mi><mml:mi>p</mml:mi></mml:msub></mml:mrow></mml:math></inline-formula> and <inline-formula><mml:math id="M64" display="inline"><mml:mrow><mml:msub><mml:mi>c</mml:mi><mml:mi>f</mml:mi></mml:msub></mml:mrow></mml:math></inline-formula> distributions
found on the blade surface arise due to airfoil smoothing issues.</p>
      <p id="d1e1675">Figure <xref ref-type="fig" rid="Ch1.F5"/>c shows the shape factor, which is the ratio of the
displacement thickness to the momentum thickness. The results on the standard
grid with 98 % CDS and the refined grid agree quite well, but a clear
discrepancy between the predicted data on the standard grid at
100 % CDS and 98 % CDS is visible. This is a result of the
amplification of small variations in the displacement and momentum thicknesses
on account of the way in which the shape factor is calculated. However, the
location of the separation bubble (see Table <xref ref-type="table" rid="Ch1.T3"/>) and the
corresponding location of transition onset indicated by the peak in the
shape factor match quite well for these cases.
As discussed in <xref ref-type="bibr" rid="bib1.bibx3" id="text.96"/>, the grid
resolution of the standard grid on the suction side
is sufficient for the study
of transition including separation bubbles, but a finer grid
resolution could better capture the vortex development. This
explains the difference in the displacement and momentum thickness
as well as the shape factor between
the standard and the refined grid within the region of the
separation bubble. This does not, however, affect the mode of
transition.</p>

<?xmltex \floatpos{t}?><table-wrap id="Ch1.T2"><?xmltex \currentcnt{2}?><label>Table 2</label><caption><p id="d1e1688">Parameters for the grid convergence study.</p></caption><oasis:table frame="topbot"><oasis:tgroup cols="3">
     <oasis:colspec colnum="1" colname="col1" align="left"/>
     <oasis:colspec colnum="2" colname="col2" align="center"/>
     <oasis:colspec colnum="3" colname="col3" align="center"/>
     <oasis:thead>
       <oasis:row rowsep="1">
         <oasis:entry colname="col1">Grid parameters</oasis:entry>
         <oasis:entry colname="col2">Standard grid</oasis:entry>
         <oasis:entry colname="col3">Refined grid</oasis:entry>
       </oasis:row>
     </oasis:thead>
     <oasis:tbody>
       <oasis:row>
         <oasis:entry colname="col1"><inline-formula><mml:math id="M65" display="inline"><mml:mrow><mml:msubsup><mml:mi>y</mml:mi><mml:mrow><mml:mn mathvariant="normal">1</mml:mn><mml:mi mathvariant="normal">st</mml:mi></mml:mrow><mml:mo>+</mml:mo></mml:msubsup></mml:mrow></mml:math></inline-formula> (first cell center)</oasis:entry>
         <oasis:entry colname="col2"><inline-formula><mml:math id="M66" display="inline"><mml:mrow><mml:mo>&lt;</mml:mo><mml:mn mathvariant="normal">1.0</mml:mn></mml:mrow></mml:math></inline-formula></oasis:entry>
         <oasis:entry colname="col3"><inline-formula><mml:math id="M67" display="inline"><mml:mrow><mml:mo>&lt;</mml:mo><mml:mn mathvariant="normal">0.5</mml:mn></mml:mrow></mml:math></inline-formula></oasis:entry>
       </oasis:row>
       <oasis:row>
         <oasis:entry colname="col1"><inline-formula><mml:math id="M68" display="inline"><mml:mrow><mml:mi mathvariant="normal">Δ</mml:mi><mml:msup><mml:mi>x</mml:mi><mml:mo>+</mml:mo></mml:msup></mml:mrow></mml:math></inline-formula> (suction)</oasis:entry>
         <oasis:entry colname="col2"><inline-formula><mml:math id="M69" display="inline"><mml:mrow><mml:mo>≤</mml:mo><mml:mn mathvariant="normal">30</mml:mn></mml:mrow></mml:math></inline-formula></oasis:entry>
         <oasis:entry colname="col3"><inline-formula><mml:math id="M70" display="inline"><mml:mrow><mml:mo>≤</mml:mo><mml:mn mathvariant="normal">15</mml:mn></mml:mrow></mml:math></inline-formula></oasis:entry>
       </oasis:row>
       <oasis:row>
         <oasis:entry colname="col1"><inline-formula><mml:math id="M71" display="inline"><mml:mrow><mml:mi mathvariant="normal">Δ</mml:mi><mml:msup><mml:mi>x</mml:mi><mml:mo>+</mml:mo></mml:msup></mml:mrow></mml:math></inline-formula> (pressure)</oasis:entry>
         <oasis:entry colname="col2"><inline-formula><mml:math id="M72" display="inline"><mml:mrow><mml:mo>≤</mml:mo><mml:mn mathvariant="normal">60</mml:mn></mml:mrow></mml:math></inline-formula></oasis:entry>
         <oasis:entry colname="col3"><inline-formula><mml:math id="M73" display="inline"><mml:mrow><mml:mo>≤</mml:mo><mml:mn mathvariant="normal">30</mml:mn></mml:mrow></mml:math></inline-formula></oasis:entry>
       </oasis:row>
       <oasis:row>
         <oasis:entry colname="col1"><inline-formula><mml:math id="M74" display="inline"><mml:mrow><mml:mi mathvariant="normal">Δ</mml:mi><mml:msup><mml:mi>z</mml:mi><mml:mo>+</mml:mo></mml:msup></mml:mrow></mml:math></inline-formula></oasis:entry>
         <oasis:entry colname="col2"><inline-formula><mml:math id="M75" display="inline"><mml:mrow><mml:mo>≤</mml:mo><mml:mn mathvariant="normal">25</mml:mn></mml:mrow></mml:math></inline-formula></oasis:entry>
         <oasis:entry colname="col3"><inline-formula><mml:math id="M76" display="inline"><mml:mrow><mml:mo>≤</mml:mo><mml:mn mathvariant="normal">15</mml:mn></mml:mrow></mml:math></inline-formula></oasis:entry>
       </oasis:row>
     </oasis:tbody>
   </oasis:tgroup></oasis:table></table-wrap>

</sec>
<sec id="Ch1.S3.SS2.SSS2">
  <label>3.2.2</label><title>Boundary conditions</title>
      <p id="d1e1890">At the inlet plane that encompasses the entire circumference of the “C”, individual velocity components are specified with a
streamwise velocity <inline-formula><mml:math id="M77" display="inline"><mml:mrow><mml:mi>u</mml:mi><mml:mo>/</mml:mo><mml:msub><mml:mi>u</mml:mi><mml:mi mathvariant="normal">∞</mml:mi></mml:msub><mml:mo>=</mml:mo><mml:mn mathvariant="normal">1</mml:mn></mml:mrow></mml:math></inline-formula> while the other components are set
as <inline-formula><mml:math id="M78" display="inline"><mml:mrow><mml:msub><mml:mi>v</mml:mi><mml:mi mathvariant="normal">∞</mml:mi></mml:msub><mml:mo>=</mml:mo><mml:msub><mml:mi>w</mml:mi><mml:mi mathvariant="normal">∞</mml:mi></mml:msub><mml:mo>=</mml:mo><mml:mn mathvariant="normal">0</mml:mn></mml:mrow></mml:math></inline-formula>. No perturbations are added on the inlet plane;
therefore, a zero turbulence level is assumed. This is done because even with
the addition of turbulence of appropriate characteristics, the probability of
the high-frequency components reaching the airfoil would be small due to the
lower grid resolution in the vicinity of the inlet boundary.
Instead, in the cases where inflow turbulence is necessary, it is
injected within the computational domain as described in
Sect. <xref ref-type="sec" rid="Ch1.S3.SS2.SSS3"/>.</p>
      <p id="d1e1936">On the outlet plane that encompasses the open end
of the “C”, a convective boundary condition is set as this ensures
that vortices can pass the boundary without significant disturbances or
reflections back into the inner domain. The boundary condition reads
<inline-formula><mml:math id="M79" display="inline"><mml:mrow><mml:mo>∂</mml:mo><mml:msub><mml:mi>u</mml:mi><mml:mi>i</mml:mi></mml:msub><mml:mo>/</mml:mo><mml:mo>∂</mml:mo><mml:mi>t</mml:mi><mml:mspace width="0.25em" linebreak="nobreak"/><mml:mo>+</mml:mo><mml:msub><mml:mi>u</mml:mi><mml:mi mathvariant="normal">conv</mml:mi></mml:msub><mml:mspace linebreak="nobreak" width="0.25em"/><mml:mo>∂</mml:mo><mml:msub><mml:mi>u</mml:mi><mml:mi>i</mml:mi></mml:msub><mml:mo>/</mml:mo><mml:mo>∂</mml:mo><mml:mi>x</mml:mi><mml:mspace linebreak="nobreak" width="0.25em"/><mml:mo>=</mml:mo><mml:mspace width="0.25em" linebreak="nobreak"/><mml:mn mathvariant="normal">0</mml:mn></mml:mrow></mml:math></inline-formula>,
where <inline-formula><mml:math id="M80" display="inline"><mml:mrow><mml:msub><mml:mi>u</mml:mi><mml:mi mathvariant="normal">conv</mml:mi></mml:msub></mml:mrow></mml:math></inline-formula> is the mean convection velocity set to <inline-formula><mml:math id="M81" display="inline"><mml:mrow><mml:msub><mml:mi>u</mml:mi><mml:mi mathvariant="normal">∞</mml:mi></mml:msub></mml:mrow></mml:math></inline-formula>.
Periodic boundary conditions are applied in the spanwise direction as the effective
number of unknowns is smaller, thereby reducing computational costs while
also providing the advantage that it is possible to simulate small sections
that are not terminated by a surface. The Stokes no-slip condition is applied at
the surface of the airfoil.</p>
</sec>
<sec id="Ch1.S3.SS2.SSS3">
  <label>3.2.3</label><title>Injection of inflow turbulence</title>
      <p id="d1e2017">As described in Sect. <xref ref-type="sec" rid="Ch1.S2"/>, the generation of inflow turbulence data
requires an appropriate profile of the Reynolds stresses, the definition of one
integral timescale <inline-formula><mml:math id="M82" display="inline"><mml:mi>T</mml:mi></mml:math></inline-formula> and two integral length scales in the lateral and spanwise
directions, <inline-formula><mml:math id="M83" display="inline"><mml:mrow><mml:msub><mml:mi>L</mml:mi><mml:mi>y</mml:mi></mml:msub></mml:mrow></mml:math></inline-formula> and <inline-formula><mml:math id="M84" display="inline"><mml:mrow><mml:msub><mml:mi>L</mml:mi><mml:mi>z</mml:mi></mml:msub></mml:mrow></mml:math></inline-formula>, respectively. Note that the integral timescale
can also be interpreted as a measure for an integral length scale in the
streamwise direction as explained below. The present
study relies on the simplifying assumption that the approaching flow is isotropic.
This has been shown to approximately hold true, for instance, after a sufficiently
long distance behind passive grids in wind tunnels
<xref ref-type="bibr" rid="bib1.bibx28 bib1.bibx50 bib1.bibx59" id="paren.97"/>.</p>
      <p id="d1e2054">In the case of isotropic turbulence, the Reynolds shear stresses are set to
zero, and the three normal Reynolds stresses are equal
<inline-formula><mml:math id="M85" display="inline"><mml:mrow><mml:mover accent="true"><mml:mrow><mml:msup><mml:mi>u</mml:mi><mml:mo>′</mml:mo></mml:msup><mml:msup><mml:mi>u</mml:mi><mml:mo>′</mml:mo></mml:msup></mml:mrow><mml:mo mathvariant="normal">‾</mml:mo></mml:mover><mml:mo>=</mml:mo><mml:mover accent="true"><mml:mrow><mml:msup><mml:mi>v</mml:mi><mml:mo>′</mml:mo></mml:msup><mml:msup><mml:mi>v</mml:mi><mml:mo>′</mml:mo></mml:msup></mml:mrow><mml:mo mathvariant="normal">‾</mml:mo></mml:mover><mml:mo>=</mml:mo><mml:mover accent="true"><mml:mrow><mml:msup><mml:mi>w</mml:mi><mml:mo>′</mml:mo></mml:msup><mml:msup><mml:mi>w</mml:mi><mml:mo>′</mml:mo></mml:msup></mml:mrow><mml:mo mathvariant="normal">‾</mml:mo></mml:mover></mml:mrow></mml:math></inline-formula> and have a
constant value across the entire turbulence inflow plane. This value
depends on the chosen turbulence intensity
TI <inline-formula><mml:math id="M86" display="inline"><mml:mrow><mml:mo>=</mml:mo><mml:msqrt><mml:mover accent="true"><mml:mrow><mml:msup><mml:mi>u</mml:mi><mml:mo>′</mml:mo></mml:msup><mml:msup><mml:mi>u</mml:mi><mml:mo>′</mml:mo></mml:msup></mml:mrow><mml:mo mathvariant="normal">‾</mml:mo></mml:mover></mml:msqrt><mml:mo>/</mml:mo><mml:msub><mml:mi>u</mml:mi><mml:mi mathvariant="normal">∞</mml:mi></mml:msub></mml:mrow></mml:math></inline-formula>. Five different
turbulence intensities are studied as outlined in Sect. <xref ref-type="sec" rid="Ch1.S3.SS1"/>.
The case without inflow turbulence (TI <inline-formula><mml:math id="M87" display="inline"><mml:mo>=</mml:mo></mml:math></inline-formula> 0 %) is taken as the reference.
Next, as outlined in Sect. <xref ref-type="sec" rid="Ch1.S1"/> experiments have
suggested that at a TI <inline-formula><mml:math id="M88" display="inline"><mml:mo>&gt;</mml:mo></mml:math></inline-formula> 1 % the transition mechanism is known to deviate
from the typical T–S route. Therefore, a slightly higher value of
TI <inline-formula><mml:math id="M89" display="inline"><mml:mo>=</mml:mo></mml:math></inline-formula> 1.4 % has been chosen, followed by a series in which the
turbulence intensity is doubled up to a TI <inline-formula><mml:math id="M90" display="inline"><mml:mo>=</mml:mo></mml:math></inline-formula> 11.2 %,
as in the study by <xref ref-type="bibr" rid="bib1.bibx11" id="text.98"/>.</p>
      <p id="d1e2175">The integral timescale and the two integral length scales
are chosen based on the experimental data of <xref ref-type="bibr" rid="bib1.bibx27" id="text.99"/>
since the Reynolds number of the experiment is of a similar
order as that studied here. The length scales are
easily determined from the autocorrelation function of the experimental data, for
example using the integral over the autocorrelation function to the first zero
crossing to determine the time lag. Since the autocorrelation function is
usually an exponential function, it is common practice to determine
the timescale as the time lag at which the autocorrelation
function has decreased to <inline-formula><mml:math id="M91" display="inline"><mml:mrow><mml:mn mathvariant="normal">1</mml:mn><mml:mo>/</mml:mo><mml:mi>e</mml:mi></mml:mrow></mml:math></inline-formula> or 0.37
<xref ref-type="bibr" rid="bib1.bibx19" id="paren.100"/>. In dimensionless form, the integral timescale is given
by <inline-formula><mml:math id="M92" display="inline"><mml:mrow><mml:mi>T</mml:mi><mml:mo>⋅</mml:mo><mml:msub><mml:mi>u</mml:mi><mml:mi mathvariant="normal">∞</mml:mi></mml:msub><mml:mo>/</mml:mo><mml:mi>c</mml:mi><mml:mo>=</mml:mo><mml:mn mathvariant="normal">0.118</mml:mn></mml:mrow></mml:math></inline-formula>. According to
Taylor's  hypothesis of frozen turbulence, the two dimensionless
integral length scales are <inline-formula><mml:math id="M93" display="inline"><mml:mrow><mml:msub><mml:mi>L</mml:mi><mml:mi>y</mml:mi></mml:msub><mml:mo>/</mml:mo><mml:mi>c</mml:mi></mml:mrow></mml:math></inline-formula> and <inline-formula><mml:math id="M94" display="inline"><mml:mrow><mml:msub><mml:mi>L</mml:mi><mml:mi>z</mml:mi></mml:msub><mml:mo>/</mml:mo><mml:mi>c</mml:mi><mml:mo>=</mml:mo><mml:mn mathvariant="normal">0.118</mml:mn></mml:mrow></mml:math></inline-formula>. Again, the
same length scales and timescales were previously applied in
<xref ref-type="bibr" rid="bib1.bibx11" id="text.101"/> and <xref ref-type="bibr" rid="bib1.bibx12" id="text.102"/>.</p>
      <p id="d1e2260">Another reason for using data from the
experiment by <xref ref-type="bibr" rid="bib1.bibx27" id="text.103"/> is the fact that the scales from
the experimental data <xref ref-type="bibr" rid="bib1.bibx55" id="paren.104"/>  are very large
and would require a large computational domain also in the
spanwise direction (up to 8 times the chosen spanwise extension),
which would make the task computationally infeasible. For
future simulations at higher Reynolds numbers as discussed
earlier, anisotropic inflow turbulence  will be generated based
on the Kaimal formulation (IEC61400-1) wherein the length scales and
timescales are relatively determined based on a single
integral  scale. In this case, the
scales will be determined based on the spanwise extent of the
domain and not on the experimental data, again due to the
computational costs being a limiting factor.</p>
      <p id="d1e2270">Figure <xref ref-type="fig" rid="Ch1.F3"/>a shows the turbulent kinetic energy
spectra of the generated inflow turbulence. The resulting turbulence
possesses a maximum at the lower end of the frequency spectra,
similar to that of atmospheric turbulence, as described in
Sect. <xref ref-type="sec" rid="Ch1.S1"/> and seen in
<xref ref-type="bibr" rid="bib1.bibx62" id="text.105"/>.
Figure <xref ref-type="fig" rid="Ch1.F3"/>b
shows the downstream development of the free-stream turbulence.
The decay of free-stream turbulence is plotted using the averaged
Reynolds stresses at the end of the simulation period defined as
TI <inline-formula><mml:math id="M95" display="inline"><mml:mrow><mml:mo>=</mml:mo><mml:msqrt><mml:mrow><mml:mstyle displaystyle="false"><mml:mfrac style="text"><mml:mn mathvariant="normal">1</mml:mn><mml:mn mathvariant="normal">3</mml:mn></mml:mfrac></mml:mstyle><mml:mo>×</mml:mo><mml:mo>(</mml:mo><mml:mover accent="true"><mml:mrow><mml:msup><mml:mi>u</mml:mi><mml:mo>′</mml:mo></mml:msup><mml:msup><mml:mi>u</mml:mi><mml:mo>′</mml:mo></mml:msup></mml:mrow><mml:mo mathvariant="normal">‾</mml:mo></mml:mover><mml:mo>+</mml:mo><mml:mover accent="true"><mml:mrow><mml:msup><mml:mi>v</mml:mi><mml:mo>′</mml:mo></mml:msup><mml:msup><mml:mi>v</mml:mi><mml:mo>′</mml:mo></mml:msup></mml:mrow><mml:mo mathvariant="normal">‾</mml:mo></mml:mover><mml:mo>+</mml:mo><mml:mover accent="true"><mml:mrow><mml:msup><mml:mi>w</mml:mi><mml:mo>′</mml:mo></mml:msup><mml:msup><mml:mi>w</mml:mi><mml:mo>′</mml:mo></mml:msup></mml:mrow><mml:mo mathvariant="normal">‾</mml:mo></mml:mover><mml:mo>)</mml:mo></mml:mrow></mml:msqrt><mml:mo>/</mml:mo><mml:mi>U</mml:mi></mml:mrow></mml:math></inline-formula>, where
<inline-formula><mml:math id="M96" display="inline"><mml:mrow><mml:msubsup><mml:mi mathvariant="italic">σ</mml:mi><mml:mn mathvariant="normal">1</mml:mn><mml:mn mathvariant="normal">2</mml:mn></mml:msubsup><mml:mo>=</mml:mo><mml:mover accent="true"><mml:mrow><mml:msup><mml:mi>u</mml:mi><mml:mo>′</mml:mo></mml:msup><mml:msup><mml:mi>u</mml:mi><mml:mo>′</mml:mo></mml:msup></mml:mrow><mml:mo mathvariant="normal">‾</mml:mo></mml:mover></mml:mrow></mml:math></inline-formula> are the averaged normal
Reynolds stresses in the three principle directions and <inline-formula><mml:math id="M97" display="inline"><mml:mi>U</mml:mi></mml:math></inline-formula> denotes
the mean inflow velocity.</p>

      <?xmltex \floatpos{t}?><fig id="Ch1.F3" specific-use="star"><?xmltex \currentcnt{3}?><?xmltex \def\figurename{Figure}?><label>Figure 3</label><caption><p id="d1e2393">Inflow turbulence characteristics.
</p></caption>
            <?xmltex \igopts{width=398.338583pt}?><graphic xlink:href="https://wes.copernicus.org/articles/7/967/2022/wes-7-967-2022-f03.png"/>

          </fig>

      <p id="d1e2402">The peak seen at about <inline-formula><mml:math id="M98" display="inline"><mml:mrow><mml:mi>x</mml:mi><mml:mo>/</mml:mo><mml:mi>c</mml:mi><mml:mo>=</mml:mo><mml:mo>-</mml:mo><mml:mn mathvariant="normal">2</mml:mn></mml:mrow></mml:math></inline-formula> (close to injection
plane) is due to the way in which the turbulence is injected
into the domain as outlined in Sect. <xref ref-type="sec" rid="Ch1.S2"/>.
The injection area is located about two
chord lengths upstream of the leading edge (<inline-formula><mml:math id="M99" display="inline"><mml:mrow><mml:msub><mml:mi>L</mml:mi><mml:mi>s</mml:mi></mml:msub><mml:mo>/</mml:mo><mml:mi>c</mml:mi><mml:mo>=</mml:mo><mml:mn mathvariant="normal">2</mml:mn></mml:mrow></mml:math></inline-formula>)
as seen in Fig. <xref ref-type="fig" rid="Ch1.F4"/>. <xref ref-type="bibr" rid="bib1.bibx64" id="text.106"/>
has shown that this
is a sufficient distance from the area of interest to ensure the
correct development of the injected turbulence inflow data.
The streamwise extension of the STIG injection region is set to
twice the integral length scale <inline-formula><mml:math id="M100" display="inline"><mml:mrow><mml:msub><mml:mi>L</mml:mi><mml:mi>x</mml:mi></mml:msub></mml:mrow></mml:math></inline-formula>, which can be determined
from the integral timescale and Taylor's hypothesis
as <inline-formula><mml:math id="M101" display="inline"><mml:mrow><mml:msub><mml:mi>L</mml:mi><mml:mi>x</mml:mi></mml:msub><mml:mo>=</mml:mo><mml:msub><mml:mi>u</mml:mi><mml:mi mathvariant="normal">∞</mml:mi></mml:msub><mml:mo>⋅</mml:mo><mml:mi>T</mml:mi></mml:mrow></mml:math></inline-formula>. Furthermore, the injection
area measures 0.8 chord lengths in the cross-stream direction
and covers the entire domain in the spanwise direction.</p>

      <?xmltex \floatpos{t}?><fig id="Ch1.F4"><?xmltex \currentcnt{4}?><?xmltex \def\figurename{Figure}?><label>Figure 4</label><caption><p id="d1e2485">Instantaneous spatial distribution of turbulent fluctuations with an inflow TI of 1.4 %.</p></caption>
            <?xmltex \igopts{width=241.848425pt}?><graphic xlink:href="https://wes.copernicus.org/articles/7/967/2022/wes-7-967-2022-f04.png"/>

          </fig>

      <p id="d1e2494">The required turbulence intensity is expected to be achieved slightly upstream of the airfoil. An analysis of the development of the inflow turbulence was conducted by <xref ref-type="bibr" rid="bib1.bibx11" id="text.107"/> for the same inflow turbulence conditions. A development length of about one chord length was found to be sufficient depending on the turbulent length scale. In the present case, the fully developed turbulence is seen at about <inline-formula><mml:math id="M102" display="inline"><mml:mrow><mml:mi>x</mml:mi><mml:mo>/</mml:mo><mml:mi>c</mml:mi><mml:mo>=</mml:mo><mml:mo>-</mml:mo><mml:mn mathvariant="normal">1</mml:mn></mml:mrow></mml:math></inline-formula> to <inline-formula><mml:math id="M103" display="inline"><mml:mrow><mml:mo>-</mml:mo><mml:mn mathvariant="normal">0.2</mml:mn></mml:mrow></mml:math></inline-formula>, which is just upstream of the region influenced by the airfoil.</p>
      <p id="d1e2529">In all cases, the airfoil seems to influence the development of
TI beginning at about <inline-formula><mml:math id="M104" display="inline"><mml:mrow><mml:mi>x</mml:mi><mml:mo>/</mml:mo><mml:mi>c</mml:mi><mml:mo>=</mml:mo><mml:mo>-</mml:mo><mml:mn mathvariant="normal">0.2</mml:mn></mml:mrow></mml:math></inline-formula>. An increase in effective
TI up to the separation/transition point (around 50 % chord)
is observed before it begins to drop. In  the case of TI <inline-formula><mml:math id="M105" display="inline"><mml:mo>=</mml:mo></mml:math></inline-formula> 11.2 % there is no separation bubble and this seems to be the
reason why there is a continuous decay in turbulence (after the
small increase above the leading edge of the airfoil as also
seen in the other cases). It probably has something to do with
the boundary layer being thinner in this case due to the absence
of a separation bubble and the fact that the analysis for the
calculation of TI is conducted at a  height corresponding to
the boundary layer thickness at 50 % chord for the TI <inline-formula><mml:math id="M106" display="inline"><mml:mo>=</mml:mo></mml:math></inline-formula> 0 % case.</p>
</sec>
</sec>
</sec>
<sec id="Ch1.S4">
  <label>4</label><title>Results</title>
      <p id="d1e2574">The results from the simulations using the standard grid and
the pure CDS scheme (100 %)
are presented here as follows. Some plots may include data from the case with the blended scheme (CDS of 98 %), but need no
additional discussion other than
that already discussed in Sect. <xref ref-type="sec" rid="Ch1.S3.SS2.SSS1"/>
with respect to these plots.
First, in
Sect. <xref ref-type="sec" rid="Ch1.S4.SS1"/> a comparison is made
between different aerodynamic properties of the airfoil
at varying inflow turbulence intensities. This is followed
by a study on the growth of streamwise
velocity disturbances which helps to understand the underlying
mode of transition (Sect. <xref ref-type="sec" rid="Ch1.S4.SS2"/>).
Furthermore, a visual representation of the transition
phenomena is provided.
In Sect. <xref ref-type="sec" rid="Ch1.S4.SS3"/> power spectral density (PSD)
distributions are evaluated  to further investigate
the type of transition as a
function of the inflow turbulence intensity. Finally,
boundary layer streaks are analyzed
in Sect. <xref ref-type="sec" rid="Ch1.S4.SS4"/>.
Here it should also be clarified that no direct
comparisons with the experiment by <xref ref-type="bibr" rid="bib1.bibx55" id="text.108"/> are
made since the present simulations are carried out at a Reynolds
number of 100 000, whereas the experiment is conducted at a
Reynolds number on the order of a few million.
Nevertheless, the airfoil
considered and the angle of attack correspond to this
experiment for the purpose of future comparisons when higher
Reynolds numbers with anisotropic inflow turbulence are
considered as discussed earlier.</p>
<sec id="Ch1.S4.SS1">
  <label>4.1</label><title>Influence of turbulence intensity on aerodynamic properties</title>
      <p id="d1e2598">Figure <xref ref-type="fig" rid="Ch1.F5"/> depicts different
characteristic properties of the airfoil, i.e., the pressure
coefficient <inline-formula><mml:math id="M107" display="inline"><mml:mrow><mml:msub><mml:mi>c</mml:mi><mml:mi>p</mml:mi></mml:msub><mml:mo>=</mml:mo><mml:mo>(</mml:mo><mml:mi>p</mml:mi><mml:mo>-</mml:mo><mml:msub><mml:mi>p</mml:mi><mml:mi mathvariant="normal">∞</mml:mi></mml:msub><mml:mo>)</mml:mo><mml:mo>/</mml:mo><mml:mo>(</mml:mo><mml:mn mathvariant="normal">0.5</mml:mn><mml:mspace width="0.125em" linebreak="nobreak"/><mml:mi mathvariant="italic">ρ</mml:mi><mml:mspace width="0.125em" linebreak="nobreak"/><mml:msubsup><mml:mi>u</mml:mi><mml:mi mathvariant="normal">∞</mml:mi><mml:mn mathvariant="normal">2</mml:mn></mml:msubsup><mml:mo>)</mml:mo></mml:mrow></mml:math></inline-formula>,
the friction coefficient <inline-formula><mml:math id="M108" display="inline"><mml:mrow><mml:msub><mml:mi>c</mml:mi><mml:mi>f</mml:mi></mml:msub><mml:mo>=</mml:mo><mml:msub><mml:mi mathvariant="italic">τ</mml:mi><mml:mi>w</mml:mi></mml:msub><mml:mo>/</mml:mo><mml:mo>(</mml:mo><mml:mn mathvariant="normal">0.5</mml:mn><mml:mspace linebreak="nobreak" width="0.125em"/><mml:mi mathvariant="italic">ρ</mml:mi><mml:mspace width="0.125em" linebreak="nobreak"/><mml:msubsup><mml:mi>u</mml:mi><mml:mi mathvariant="normal">∞</mml:mi><mml:mn mathvariant="normal">2</mml:mn></mml:msubsup><mml:mo>)</mml:mo></mml:mrow></mml:math></inline-formula>,
the shape factor <inline-formula><mml:math id="M109" display="inline"><mml:mrow><mml:msub><mml:mi>H</mml:mi><mml:mn mathvariant="normal">12</mml:mn></mml:msub></mml:mrow></mml:math></inline-formula> and the lift-to-drag ratio <inline-formula><mml:math id="M110" display="inline"><mml:mrow><mml:msub><mml:mi>c</mml:mi><mml:mi>L</mml:mi></mml:msub><mml:mo>/</mml:mo><mml:msub><mml:mi>c</mml:mi><mml:mi>D</mml:mi></mml:msub></mml:mrow></mml:math></inline-formula>,
as a function of the inflow turbulence intensity.
All these quantities are based on the averaged flow, i.e.,
averaging in time and in the spanwise direction. The separation
and reattachment points in Table <xref ref-type="table" rid="Ch1.T3"/>
are determined from the distribution of
<inline-formula><mml:math id="M111" display="inline"><mml:mrow><mml:msub><mml:mi>c</mml:mi><mml:mi>f</mml:mi></mml:msub></mml:mrow></mml:math></inline-formula>. The shape factor <inline-formula><mml:math id="M112" display="inline"><mml:mrow><mml:msub><mml:mi>H</mml:mi><mml:mn mathvariant="normal">12</mml:mn></mml:msub></mml:mrow></mml:math></inline-formula> is defined as the ratio between
the displacement thickness <inline-formula><mml:math id="M113" display="inline"><mml:mrow><mml:msub><mml:mi mathvariant="italic">δ</mml:mi><mml:mn mathvariant="normal">1</mml:mn></mml:msub></mml:mrow></mml:math></inline-formula> and the momentum
thickness <inline-formula><mml:math id="M114" display="inline"><mml:mrow><mml:msub><mml:mi mathvariant="italic">δ</mml:mi><mml:mn mathvariant="normal">2</mml:mn></mml:msub></mml:mrow></mml:math></inline-formula>, both being integrated in the
wall-normal direction from the surface of the airfoil to the
location where the local dimensionless edge velocity
<inline-formula><mml:math id="M115" display="inline"><mml:mrow><mml:msub><mml:mi>U</mml:mi><mml:mi>e</mml:mi></mml:msub><mml:mo>(</mml:mo><mml:mi>x</mml:mi><mml:mo>)</mml:mo><mml:mo>/</mml:mo><mml:msub><mml:mi>U</mml:mi><mml:mi mathvariant="normal">max</mml:mi></mml:msub><mml:mo>(</mml:mo><mml:mi>x</mml:mi><mml:mo>)</mml:mo><mml:mo>=</mml:mo><mml:mn mathvariant="normal">0.99</mml:mn></mml:mrow></mml:math></inline-formula> is reached.</p>

      <?xmltex \floatpos{p}?><fig id="Ch1.F5" specific-use="star"><?xmltex \currentcnt{5}?><?xmltex \def\figurename{Figure}?><label>Figure 5</label><caption><p id="d1e2798">Distribution of aerodynamic properties of the airfoil at a Reynolds number of <inline-formula><mml:math id="M116" display="inline"><mml:mrow><mml:msup><mml:mn mathvariant="normal">10</mml:mn><mml:mn mathvariant="normal">5</mml:mn></mml:msup></mml:mrow></mml:math></inline-formula> and <inline-formula><mml:math id="M117" display="inline"><mml:mrow><mml:mi mathvariant="italic">α</mml:mi><mml:mo>=</mml:mo><mml:mn mathvariant="normal">4</mml:mn><mml:msup><mml:mi/><mml:mo>∘</mml:mo></mml:msup></mml:mrow></mml:math></inline-formula>.</p></caption>
          <?xmltex \igopts{width=497.923228pt}?><graphic xlink:href="https://wes.copernicus.org/articles/7/967/2022/wes-7-967-2022-f05.png"/>

        </fig>

      <p id="d1e2834">The distribution of the friction coefficient of the
simulations at different turbulent inflow conditions shows
an expected, albeit small, downstream shift of the separation point with
increasing TI, up to a TI of 5.6 % as seen in
Table <xref ref-type="table" rid="Ch1.T3"/>.
At TI <inline-formula><mml:math id="M118" display="inline"><mml:mo>=</mml:mo></mml:math></inline-formula> 11.2 % the separation bubble vanishes.
<xref ref-type="bibr" rid="bib1.bibx70" id="text.109"/> have
studied the influence of inflow turbulence with varying
intensities and length scales on the NACA0018 airfoil,
which has a similar thickness as the airfoil studied here.
In their case the separation bubble already originates between
25 % and 35 % chord, which is further upstream than that seen
in the current simulations. This can be attributed to the location
of the maximum thickness of the airfoil since the adverse
pressure gradient favors separation. In the case of the
NACA0018, its maximum thickness is located at 30 % chord,
while the airfoil studied here has its maximum thickness
located at 36 % chord.</p>
      <p id="d1e2850">Downstream of the separation point, a nearly constant
distribution of <inline-formula><mml:math id="M119" display="inline"><mml:mrow><mml:msub><mml:mi>c</mml:mi><mml:mi>f</mml:mi></mml:msub></mml:mrow></mml:math></inline-formula> is found for approximately
10 % chord length beyond which the
crucial transition onset is recognized
through the development of a minimum of <inline-formula><mml:math id="M120" display="inline"><mml:mrow><mml:msub><mml:mi>c</mml:mi><mml:mi>f</mml:mi></mml:msub></mml:mrow></mml:math></inline-formula>, which leads to a
turbulent reattachment further downstream.
For example, for the TI <inline-formula><mml:math id="M121" display="inline"><mml:mo>=</mml:mo></mml:math></inline-formula> 0 % case, the crucial
transition onset lies somewhere
in between the region where <inline-formula><mml:math id="M122" display="inline"><mml:mrow><mml:msub><mml:mi>c</mml:mi><mml:mi>f</mml:mi></mml:msub></mml:mrow></mml:math></inline-formula> begins to drop (around
58 % chord length) and the
point of minimum <inline-formula><mml:math id="M123" display="inline"><mml:mrow><mml:msub><mml:mi>c</mml:mi><mml:mi>f</mml:mi></mml:msub></mml:mrow></mml:math></inline-formula> (around 64 % chord length).
In the presence
of a separation bubble, the transition process occurs within
the bubble, i.e., between 50 % and 75 % chord. At a
TI of 11.2 % the flow turns fully turbulent around 60 % to 70 %
chord as indicated by the maximum slope of the friction coefficient.</p>
      <p id="d1e2904">The crucial transition onset can also be defined as the location where the
maximum value of the shape factor is found on the suction side
of the airfoil, similar to the investigations of <xref ref-type="bibr" rid="bib1.bibx13" id="text.110"/>.
A good correlation with the previous definition that uses <inline-formula><mml:math id="M124" display="inline"><mml:mrow><mml:msub><mml:mi>c</mml:mi><mml:mi>f</mml:mi></mml:msub></mml:mrow></mml:math></inline-formula> is seen.
In the presence of added inflow turbulence, the maximum value
of the shape factor is shifted upstream with increasing TI as
a consequence of the earlier transition onset discussed below. In all
cases, a shape factor of about 2.2 is found downstream of the turbulent
reattachment. This is a typical value for the shape
factor of turbulent flows near separation <xref ref-type="bibr" rid="bib1.bibx15" id="paren.111"/>.</p>
      <p id="d1e2924">The area
under the curve of the pressure coefficient decreases with rising
TI, although the effect is marginal in some cases. On the other
hand, with an increase in TI, a corresponding increase in the
friction coefficient within the region upstream of transition
is observed in Fig. <xref ref-type="fig" rid="Ch1.F5"/>b. The effect of these variations
in <inline-formula><mml:math id="M125" display="inline"><mml:mrow><mml:msub><mml:mi>c</mml:mi><mml:mi>p</mml:mi></mml:msub></mml:mrow></mml:math></inline-formula> and <inline-formula><mml:math id="M126" display="inline"><mml:mrow><mml:msub><mml:mi>c</mml:mi><mml:mi>f</mml:mi></mml:msub></mml:mrow></mml:math></inline-formula> on the airfoil performance can be seen in the
lift-to-drag ratio depicted in Fig. <xref ref-type="fig" rid="Ch1.F5"/>d.
Thus, the performance of the airfoil characterized by its
lift-to-drag ratio decreases with increasing TI,
whereas the opposite trend is seen in the study
by <xref ref-type="bibr" rid="bib1.bibx11" id="text.112"/>. A short discussion on the reason for this
disparity follows.</p>
      <p id="d1e2956">On the relatively thinner airfoil
(8.51 %) in the study by <xref ref-type="bibr" rid="bib1.bibx11" id="text.113"/>,
separation takes place close to the leading edge
at around 20 % chord length and moves downstream with
increasing turbulence intensity. Furthermore, a
corresponding reduction in the chordwise extension
of the separation bubble is seen before it disappears
at TI <inline-formula><mml:math id="M127" display="inline"><mml:mo>=</mml:mo></mml:math></inline-formula> 5.6 %. The time-averaged results
showed a decrease in the drag coefficient with increasing
TI. A more detailed analysis revealed that the contribution of the
pressure component decreased due to the reduction in
the length of the separation bubble, while that of the
friction component increased with increasing inflow TI.
In the current study on the flow
around the thicker (20 % thickness) LM45 airfoil,
the separation bubble moves slightly downstream with
increasing TI before disappearing at TI <inline-formula><mml:math id="M128" display="inline"><mml:mo>=</mml:mo></mml:math></inline-formula> 11.2 %. However, here the length of the
separation bubble does not decrease with increasing TI.
The absence of a separation bubble at TI <inline-formula><mml:math id="M129" display="inline"><mml:mo>=</mml:mo></mml:math></inline-formula> 11.2 %
is due to the increased momentum exchange within the
boundary layer, with the flow being transitional
and closer to the turbulent regime than the laminar regime
(discussed in Sect. <xref ref-type="sec" rid="Ch1.S4.SS3"/>)
at the location, where it would have otherwise separated.
Correspondingly, a resulting increase in the drag coefficient
with increasing TI is seen.</p>
      <p id="d1e2985">In the study by <xref ref-type="bibr" rid="bib1.bibx11" id="text.114"/> a decrease
in the lift coefficient is observed with an increase in TI up to
5.6 % before it stays constant. It is known that a
separation bubble close to the leading edge could increase
the lift coefficient due to the increase in the apparent
camber caused by the presence of the separation bubble.
With increasing
TI and the downstream shift of the separation bubble,
the lift coefficient then decreases. In the present study,
the lift coefficient
increases
with increasing TI, however very slightly (a relative
change of 3 %), and is likely caused by the
slight downstream shift of the separation region, which
increases the extent of the laminar flow along the chord.</p>
      <p id="d1e2991">A combination of these factors results in
an increasing lift-to-drag ratio with increasing TI in
<xref ref-type="bibr" rid="bib1.bibx11" id="text.115"/>, whereas the lift-to-drag ratio in the
current study reduces.</p>

<?xmltex \floatpos{p}?><table-wrap id="Ch1.T3" specific-use="star"><?xmltex \currentcnt{3}?><label>Table 3</label><caption><p id="d1e3001">Location of the separation and reattachment points
of the averaged flow for different inflow turbulence intensities extracted at the first wall-normal cell; transition onset based on two different criteria.
</p></caption><oasis:table frame="topbot"><oasis:tgroup cols="5">
     <oasis:colspec colnum="1" colname="col1" align="left"/>
     <oasis:colspec colnum="2" colname="col2" align="center" colsep="1"/>
     <oasis:colspec colnum="3" colname="col3" align="center"/>
     <oasis:colspec colnum="4" colname="col4" align="center"/>
     <oasis:colspec colnum="5" colname="col5" align="center"/>
     <oasis:thead>
       <oasis:row>
         <oasis:entry colname="col1">Turbulence intensity</oasis:entry>
         <oasis:entry namest="col2" nameend="col3" colsep="0">Transition onset </oasis:entry>
         <oasis:entry colname="col4">Separation point</oasis:entry>
         <oasis:entry colname="col5">Reattachment point</oasis:entry>
       </oasis:row>
       <oasis:row>
         <oasis:entry colname="col1">TI</oasis:entry>
         <oasis:entry rowsep="1" namest="col2" nameend="col3" colsep="0"><inline-formula><mml:math id="M130" display="inline"><mml:mrow><mml:msub><mml:mi>x</mml:mi><mml:mi mathvariant="normal">tr</mml:mi></mml:msub><mml:mo>/</mml:mo><mml:mi>c</mml:mi></mml:mrow></mml:math></inline-formula></oasis:entry>
         <oasis:entry colname="col4"><inline-formula><mml:math id="M131" display="inline"><mml:mrow><mml:msub><mml:mi>x</mml:mi><mml:mi mathvariant="normal">sep</mml:mi></mml:msub><mml:mo>/</mml:mo><mml:mi>c</mml:mi></mml:mrow></mml:math></inline-formula></oasis:entry>
         <oasis:entry colname="col5"><inline-formula><mml:math id="M132" display="inline"><mml:mrow><mml:msub><mml:mi>x</mml:mi><mml:mi mathvariant="normal">rea</mml:mi></mml:msub><mml:mo>/</mml:mo><mml:mi>c</mml:mi></mml:mrow></mml:math></inline-formula></oasis:entry>
       </oasis:row>
       <oasis:row>
         <oasis:entry colname="col1"/>
         <oasis:entry colname="col2">(<inline-formula><mml:math id="M133" display="inline"><mml:mrow><mml:mo>-</mml:mo><mml:mover accent="true"><mml:mrow><mml:msup><mml:mi>u</mml:mi><mml:mo>′</mml:mo></mml:msup><mml:msup><mml:mi>v</mml:mi><mml:mo>′</mml:mo></mml:msup></mml:mrow><mml:mo mathvariant="normal">‾</mml:mo></mml:mover><mml:mo>/</mml:mo><mml:msubsup><mml:mi>u</mml:mi><mml:mi mathvariant="normal">∞</mml:mi><mml:mn mathvariant="normal">2</mml:mn></mml:msubsup><mml:mo>=</mml:mo><mml:mn mathvariant="normal">0.001</mml:mn></mml:mrow></mml:math></inline-formula>)</oasis:entry>
         <oasis:entry colname="col3">max <inline-formula><mml:math id="M134" display="inline"><mml:mrow><mml:msub><mml:mi>H</mml:mi><mml:mn mathvariant="normal">12</mml:mn></mml:msub></mml:mrow></mml:math></inline-formula></oasis:entry>
         <oasis:entry colname="col4"/>
         <oasis:entry colname="col5"/>
       </oasis:row>
       <oasis:row rowsep="1">
         <oasis:entry colname="col1"/>
         <oasis:entry colname="col2">
                    <xref ref-type="bibr" rid="bib1.bibx75" id="paren.116"/>
                  </oasis:entry>
         <oasis:entry colname="col3">
                    <xref ref-type="bibr" rid="bib1.bibx13" id="paren.117"/>
                  </oasis:entry>
         <oasis:entry colname="col4"/>
         <oasis:entry colname="col5"/>
       </oasis:row>
     </oasis:thead>
     <oasis:tbody>
       <oasis:row>
         <oasis:entry colname="col1">0 (refined grid, 100 % CDS)</oasis:entry>
         <oasis:entry colname="col2">0.508</oasis:entry>
         <oasis:entry colname="col3">0.626</oasis:entry>
         <oasis:entry colname="col4">0.489</oasis:entry>
         <oasis:entry colname="col5">0.717</oasis:entry>
       </oasis:row>
       <oasis:row>
         <oasis:entry colname="col1">0 (standard grid, 100 % CDS)</oasis:entry>
         <oasis:entry colname="col2">0.495</oasis:entry>
         <oasis:entry colname="col3">0.608</oasis:entry>
         <oasis:entry colname="col4">0.506</oasis:entry>
         <oasis:entry colname="col5">0.738</oasis:entry>
       </oasis:row>
       <oasis:row>
         <oasis:entry colname="col1">0 (standard grid, 98 % CDS)</oasis:entry>
         <oasis:entry colname="col2">0.518</oasis:entry>
         <oasis:entry colname="col3">0.602</oasis:entry>
         <oasis:entry colname="col4">0.486</oasis:entry>
         <oasis:entry colname="col5">0.727</oasis:entry>
       </oasis:row>
       <oasis:row>
         <oasis:entry colname="col1">1.4 %</oasis:entry>
         <oasis:entry colname="col2">0.435</oasis:entry>
         <oasis:entry colname="col3">0.618</oasis:entry>
         <oasis:entry colname="col4">0.512</oasis:entry>
         <oasis:entry colname="col5">0.759</oasis:entry>
       </oasis:row>
       <oasis:row>
         <oasis:entry colname="col1">2.8 %</oasis:entry>
         <oasis:entry colname="col2">0.390</oasis:entry>
         <oasis:entry colname="col3">0.618</oasis:entry>
         <oasis:entry colname="col4">0.523</oasis:entry>
         <oasis:entry colname="col5">0.754</oasis:entry>
       </oasis:row>
       <oasis:row>
         <oasis:entry colname="col1">5.6 %</oasis:entry>
         <oasis:entry colname="col2">0.355</oasis:entry>
         <oasis:entry colname="col3">0.613</oasis:entry>
         <oasis:entry colname="col4">0.525</oasis:entry>
         <oasis:entry colname="col5">0.735</oasis:entry>
       </oasis:row>
       <oasis:row>
         <oasis:entry colname="col1">11.2 %</oasis:entry>
         <oasis:entry colname="col2">0.320</oasis:entry>
         <oasis:entry colname="col3">0.570</oasis:entry>
         <oasis:entry colname="col4">–</oasis:entry>
         <oasis:entry colname="col5">–</oasis:entry>
       </oasis:row>
     </oasis:tbody>
   </oasis:tgroup></oasis:table></table-wrap>

</sec>
<sec id="Ch1.S4.SS2">
  <label>4.2</label><title>Influence of inflow turbulence intensity on transition</title>
      <p id="d1e3311">To investigate the influence of the inflow turbulence intensity on the onset of
transition <inline-formula><mml:math id="M135" display="inline"><mml:mrow><mml:msub><mml:mi>x</mml:mi><mml:mi mathvariant="normal">tr</mml:mi></mml:msub><mml:mo>/</mml:mo><mml:mi>c</mml:mi></mml:mrow></mml:math></inline-formula>, several methods exist in the literature. In the case of
attached flows, the transition from laminar to turbulent flow is easily
distinguishable by a sudden and strong increase in the boundary-layer
thickness or from the shear stress near the wall. The normalized Reynolds
shear stress <inline-formula><mml:math id="M136" display="inline"><mml:mrow><mml:mover accent="true"><mml:mrow><mml:msup><mml:mi>u</mml:mi><mml:mo>′</mml:mo></mml:msup><mml:msup><mml:mi>v</mml:mi><mml:mo>′</mml:mo></mml:msup></mml:mrow><mml:mo mathvariant="normal">‾</mml:mo></mml:mover><mml:mo>/</mml:mo><mml:msubsup><mml:mi>u</mml:mi><mml:mi mathvariant="normal">∞</mml:mi><mml:mn mathvariant="normal">2</mml:mn></mml:msubsup></mml:mrow></mml:math></inline-formula> can be considered
for the determination of the onset of transition as it is a quantity defining
the exchange of momentum into the boundary layer. For flows with a laminar
separation bubble, <xref ref-type="bibr" rid="bib1.bibx75" id="text.118"/> defined the onset of transition
as the point where the normalized Reynolds shear stress
<inline-formula><mml:math id="M137" display="inline"><mml:mrow><mml:mo>-</mml:mo><mml:mover accent="true"><mml:mrow><mml:msup><mml:mi>u</mml:mi><mml:mo>′</mml:mo></mml:msup><mml:msup><mml:mi>v</mml:mi><mml:mo>′</mml:mo></mml:msup></mml:mrow><mml:mo mathvariant="normal">‾</mml:mo></mml:mover><mml:mo>/</mml:mo><mml:msubsup><mml:mi>u</mml:mi><mml:mi mathvariant="normal">∞</mml:mi><mml:mn mathvariant="normal">2</mml:mn></mml:msubsup></mml:mrow></mml:math></inline-formula> reaches a value of 0.001 and
demonstrated a clearly visible rise. Figure <xref ref-type="fig" rid="Ch1.F6"/>a and b show contour plots of the Reynolds shear stress at an
inflow TI of 0 % and 11.2 %, respectively. An obvious
upstream shift in the onset of transition can be observed for rising TI. A
plot showing the Reynolds shear stress at the height of the displacement
thickness at different inflow TI is depicted in
Fig. <xref ref-type="fig" rid="Ch1.F6"/>c and d. Obviously
the transition onset moves upstream with rising TI. A brown dashed line
marks the location where the threshold
<inline-formula><mml:math id="M138" display="inline"><mml:mrow><mml:mo>-</mml:mo><mml:mover accent="true"><mml:mrow><mml:msup><mml:mi>u</mml:mi><mml:mo>′</mml:mo></mml:msup><mml:msup><mml:mi>v</mml:mi><mml:mo>′</mml:mo></mml:msup></mml:mrow><mml:mo mathvariant="normal">‾</mml:mo></mml:mover><mml:mo>/</mml:mo><mml:msubsup><mml:mi>u</mml:mi><mml:mi mathvariant="normal">∞</mml:mi><mml:mn mathvariant="normal">2</mml:mn></mml:msubsup><mml:mo>=</mml:mo><mml:mn mathvariant="normal">0.001</mml:mn></mml:mrow></mml:math></inline-formula> is reached.
Furthermore, Table <xref ref-type="table" rid="Ch1.T3"/> summarizes the location of the
transition onset based on this criterion for the different cases simulated.
However, the definition of a threshold is arbitrary, and this method yields the
position of transition onset upstream of the separation point. Nonetheless,
the results of the threshold method are qualitatively meaningful
as it shows a clear upstream shift in the onset of transition
even if the threshold value of <inline-formula><mml:math id="M139" display="inline"><mml:mrow><mml:mo>-</mml:mo><mml:mover accent="true"><mml:mrow><mml:msup><mml:mi>u</mml:mi><mml:mo>′</mml:mo></mml:msup><mml:msup><mml:mi>v</mml:mi><mml:mo>′</mml:mo></mml:msup></mml:mrow><mml:mo mathvariant="normal">‾</mml:mo></mml:mover><mml:mo>/</mml:mo><mml:msubsup><mml:mi>u</mml:mi><mml:mi mathvariant="normal">∞</mml:mi><mml:mn mathvariant="normal">2</mml:mn></mml:msubsup></mml:mrow></mml:math></inline-formula>
would be  increased as seen in Fig. <xref ref-type="fig" rid="Ch1.F6"/>d.</p>

      <?xmltex \floatpos{p}?><fig id="Ch1.F6" specific-use="star"><?xmltex \currentcnt{6}?><?xmltex \def\figurename{Figure}?><label>Figure 6</label><caption><p id="d1e3469">Contours and profiles of the averaged Reynolds shear stress
showing the upstream shift in the onset of transition according to the
transition criterion based on the threshold of Reynolds shear stress
(<inline-formula><mml:math id="M140" display="inline"><mml:mrow><mml:mo>-</mml:mo><mml:mover accent="true"><mml:mrow><mml:msup><mml:mi>u</mml:mi><mml:mo>′</mml:mo></mml:msup><mml:msup><mml:mi>v</mml:mi><mml:mo>′</mml:mo></mml:msup></mml:mrow><mml:mo mathvariant="normal">‾</mml:mo></mml:mover><mml:mo>/</mml:mo><mml:msubsup><mml:mi>u</mml:mi><mml:mi mathvariant="normal">∞</mml:mi><mml:mn mathvariant="normal">2</mml:mn></mml:msubsup><mml:mo>=</mml:mo><mml:mn mathvariant="normal">0.001</mml:mn></mml:mrow></mml:math></inline-formula>) <xref ref-type="bibr" rid="bib1.bibx75" id="paren.119"/>.</p></caption>
          <?xmltex \igopts{width=455.244094pt}?><graphic xlink:href="https://wes.copernicus.org/articles/7/967/2022/wes-7-967-2022-f06.png"/>

        </fig>

      <p id="d1e3516">Another method for the determination of transition onset is based on the
investigation of the shape factor <inline-formula><mml:math id="M141" display="inline"><mml:mrow><mml:msub><mml:mi>H</mml:mi><mml:mn mathvariant="normal">12</mml:mn></mml:msub></mml:mrow></mml:math></inline-formula>. The position of transition
onset is defined as the location of the maximum value of
<inline-formula><mml:math id="M142" display="inline"><mml:mrow><mml:msub><mml:mi>H</mml:mi><mml:mn mathvariant="normal">12</mml:mn></mml:msub></mml:mrow></mml:math></inline-formula> along the surface as already discussed in
Sect. <xref ref-type="sec" rid="Ch1.S4.SS1"/>. The location of this
transition onset is also included in Table <xref ref-type="table" rid="Ch1.T3"/>.
Using this method, the location of transition onset is within
the separation bubble in the cases with laminar separation and
is therefore a more reasonable approach for the current study.</p>
      <p id="d1e3546">For a better visualization of the transition process,
Fig. <xref ref-type="fig" rid="Ch1.F7"/> displays instantaneous snapshots of the
dimensionless <inline-formula><mml:math id="M143" display="inline"><mml:mi>Q</mml:mi></mml:math></inline-formula> criterion normalized by <inline-formula><mml:math id="M144" display="inline"><mml:mrow><mml:msubsup><mml:mi>u</mml:mi><mml:mi mathvariant="normal">∞</mml:mi><mml:mn mathvariant="normal">2</mml:mn></mml:msubsup><mml:mo>/</mml:mo><mml:msup><mml:mi>c</mml:mi><mml:mn mathvariant="normal">2</mml:mn></mml:msup></mml:mrow></mml:math></inline-formula> and
colored by the mean streamwise velocity averaged along the spanwise
direction and in time. At an inflow turbulence intensity of
0 %, spanwise rolls which are
characteristic for an inflectional instability with
spanwise vortices are clearly visible.
At their onset, they are more or less two-dimensional. As the flow progresses
downstream, slightly three-dimensional effects are seen.
This is in agreement with a study by <xref ref-type="bibr" rid="bib1.bibx54" id="text.120"/>
where the inviscid instability interacts with viscous instabilities closer
to the wall, leading to fully turbulent flow.</p>

      <?xmltex \floatpos{t}?><fig id="Ch1.F7" specific-use="star"><?xmltex \currentcnt{7}?><?xmltex \def\figurename{Figure}?><label>Figure 7</label><caption><p id="d1e3583">Instantaneous iso-surfaces of the <inline-formula><mml:math id="M145" display="inline"><mml:mi>Q</mml:mi></mml:math></inline-formula> criterion (<inline-formula><mml:math id="M146" display="inline"><mml:mi>Q</mml:mi></mml:math></inline-formula> = 250) colored by the mean streamwise velocity normalized by <inline-formula><mml:math id="M147" display="inline"><mml:mrow><mml:msubsup><mml:mi>u</mml:mi><mml:mi mathvariant="normal">∞</mml:mi><mml:mn mathvariant="normal">2</mml:mn></mml:msubsup><mml:mo>/</mml:mo><mml:msup><mml:mi>c</mml:mi><mml:mn mathvariant="normal">2</mml:mn></mml:msup></mml:mrow></mml:math></inline-formula>.</p></caption>
          <?xmltex \igopts{width=398.338583pt}?><graphic xlink:href="https://wes.copernicus.org/articles/7/967/2022/wes-7-967-2022-f07.png"/>

        </fig>

      <p id="d1e3626">Similar spanwise rolls are also visible at an
inflow turbulence intensity of 1.4 %, albeit occurring with
relatively more three-dimensional effects.
One reason for the increased three-dimensional effects is
the presence of Klebanoff streaks within the boundary layer. These streaks
are further discussed and illustrated in
Sect. <xref ref-type="sec" rid="Ch1.S4.SS4"/>.
With an increase in the turbulence intensity to 2.8 % and 5.6 %,
the influence of boundary layer
streaks becomes even more pronounced as will be
discussed in Sect. <xref ref-type="sec" rid="Ch1.S4.SS3"/>.
However, the presence of spanwise rolls is still apparent.</p>
      <p id="d1e3633">For the case with a very high turbulence intensity of
11.2 %, the
flow does not separate, and spanwise rolls are no longer
present while the streaks take over the transition process.</p>
      <p id="d1e3636">Similar observations with a three dimensionality of the separated
flow and spanwise waviness of the separated shear layer with increasing inflow
turbulence have been made in studies by <xref ref-type="bibr" rid="bib1.bibx42" id="text.121"/>, <xref ref-type="bibr" rid="bib1.bibx54" id="text.122"/>, <xref ref-type="bibr" rid="bib1.bibx66" id="text.123"/> and <xref ref-type="bibr" rid="bib1.bibx79" id="text.124"/>. <xref ref-type="bibr" rid="bib1.bibx79" id="text.125"/> showed that at
relatively high inflow turbulence intensity (<inline-formula><mml:math id="M148" display="inline"><mml:mrow><mml:mo>&gt;</mml:mo><mml:mn mathvariant="normal">6.5</mml:mn></mml:mrow></mml:math></inline-formula> % for their
studied case) bypass transition precedes separation and maintains an
attached turbulent flow, which is similar to the case with an inflow TI
of 11.2 % presented here where the transitional region prevents
flow separation.</p>
      <p id="d1e3666">Figure <xref ref-type="fig" rid="Ch1.F8"/> shows the development of the rms values
of the streamwise velocity fluctuations
<inline-formula><mml:math id="M149" display="inline"><mml:mrow><mml:msup><mml:mi>u</mml:mi><mml:mo>′</mml:mo></mml:msup><mml:mo>=</mml:mo><mml:mo>(</mml:mo><mml:mi>u</mml:mi><mml:mo>(</mml:mo><mml:mi>x</mml:mi><mml:mo>,</mml:mo><mml:mi>y</mml:mi><mml:mo>,</mml:mo><mml:mi>z</mml:mi><mml:mo>,</mml:mo><mml:mi>t</mml:mi><mml:mo>)</mml:mo><mml:mo>-</mml:mo><mml:mover accent="true"><mml:mi>u</mml:mi><mml:mo mathvariant="normal">‾</mml:mo></mml:mover><mml:mo>(</mml:mo><mml:mi>x</mml:mi><mml:mo>,</mml:mo><mml:mi>y</mml:mi><mml:mo>)</mml:mo><mml:mo>)</mml:mo><mml:mo>/</mml:mo><mml:msub><mml:mi>u</mml:mi><mml:mi mathvariant="normal">∞</mml:mi></mml:msub></mml:mrow></mml:math></inline-formula>,
i.e., averaged along the spanwise direction and in time at a location
corresponding to the boundary layer displacement thickness.
In the case without inflow turbulence the growth of
the fluctuations follows a somewhat exponential trajectory
(linear on the log-scale) beginning at about 30 % chord.
This corresponds to the location that marks the beginning of an
adverse pressure gradient (APG) as seen in Fig. <xref ref-type="fig" rid="Ch1.F5"/>a.
An APG could promote the amplification of inflectional
instabilities, resulting in
large growth rates of the <inline-formula><mml:math id="M150" display="inline"><mml:mrow><mml:msup><mml:mi>u</mml:mi><mml:mo>′</mml:mo></mml:msup></mml:mrow></mml:math></inline-formula> disturbance as seen in
Fig. <xref ref-type="fig" rid="Ch1.F8"/>a. The presence of
an inflectional instability within the boundary layer will be
shortly discussed below.
The linear growth seen in Fig. <xref ref-type="fig" rid="Ch1.F8"/>a
continues until the flow turns fully turbulent as will be
shown in Sect. <xref ref-type="sec" rid="Ch1.S4.SS3"/>.</p>

      <?xmltex \floatpos{t}?><fig id="Ch1.F8" specific-use="star"><?xmltex \currentcnt{8}?><?xmltex \def\figurename{Figure}?><label>Figure 8</label><caption><p id="d1e3756">Development and amplification of rms values of the streamwise velocity fluctuations at different inflow turbulence intensities determined at the height of the displacement thickness.</p></caption>
          <?xmltex \igopts{width=398.338583pt}?><graphic xlink:href="https://wes.copernicus.org/articles/7/967/2022/wes-7-967-2022-f08.png"/>

        </fig>

      <p id="d1e3765">At inflow turbulence intensities of 1.4 % to 5.6 %
the rms values of <inline-formula><mml:math id="M151" display="inline"><mml:mrow><mml:msup><mml:mi>u</mml:mi><mml:mo>′</mml:mo></mml:msup></mml:mrow></mml:math></inline-formula> are obviously elevated in comparison
with the case without inflow turbulence on account of
the receptivity of the boundary layer to external disturbances. The influence
of the APG on the growth of inflectional instabilities is observed,
similar to the case without inflow turbulence.
The APG in addition to the growth of inflectional instabilities also
allows for the growth of Klebanoff modes <xref ref-type="bibr" rid="bib1.bibx79" id="paren.126"/>, which,
if present, could lead to turbulent bursts as seen in
Sect. <xref ref-type="sec" rid="Ch1.S4.SS4"/>.
With a rise in inflow turbulence intensity
to 11.2 % the growth in <inline-formula><mml:math id="M152" display="inline"><mml:mrow><mml:msup><mml:mi>u</mml:mi><mml:mo>′</mml:mo></mml:msup></mml:mrow></mml:math></inline-formula> is no longer associated
with an inflectional instability, but is attributed to the growth of Klebanoff
modes.</p>
      <p id="d1e3795">Figure <xref ref-type="fig" rid="Ch1.F8"/>b depicts the relative growth or
amplification of <inline-formula><mml:math id="M153" display="inline"><mml:mrow><mml:msup><mml:mi>u</mml:mi><mml:mo>′</mml:mo></mml:msup></mml:mrow></mml:math></inline-formula> normalized by <inline-formula><mml:math id="M154" display="inline"><mml:mrow><mml:msup><mml:mi>u</mml:mi><mml:mo>′</mml:mo></mml:msup></mml:mrow></mml:math></inline-formula>
at the location <inline-formula><mml:math id="M155" display="inline"><mml:mrow><mml:mi>x</mml:mi><mml:mo>/</mml:mo><mml:mi>c</mml:mi><mml:mo>=</mml:mo><mml:mn mathvariant="normal">0.1</mml:mn></mml:mrow></mml:math></inline-formula> for each case.
The data are extracted at the height of the displacement thickness.
It must be noted that an obvious decrease in the
relative amplification factor with increasing TI is
seen with a clear differentiation between the cases with
added inflow turbulence (TI <inline-formula><mml:math id="M156" display="inline"><mml:mo>=</mml:mo></mml:math></inline-formula> 1.4 % and higher) compared to the
case without inflow turbulence. The reduced relative increase in
the amplification factor in cases with added inflow turbulence is due
to the receptivity of the boundary layer to disturbances and the presence
of Klebanoff streaks that have developed within the boundary layer which
are already present at 10 % chord, i.e., the point used
for the normalization. It is interesting to note that there is a
drop in the amplitude of <inline-formula><mml:math id="M157" display="inline"><mml:mrow><mml:msup><mml:mi>u</mml:mi><mml:mo>′</mml:mo></mml:msup></mml:mrow></mml:math></inline-formula> from 60 % to 70 % chord in the case of an
inflow turbulence intensity of 5.6 % and 11.2 %, while the drop is seen
between 70 % and 80 % chord in the other cases.
If this is used as an indication for transition to
turbulent flow, it is once more clear that transition does move
upstream with increasing turbulence intensity.</p>
      <p id="d1e3857">In the absence of added inflow turbulence, an inflectional
profile of the averaged streamwise velocity is observed
from approximately 38 % up to 66 % chord
followed by the reattachment of the fully turbulent flow at 73.8 % chord.
It is interesting to note that an inflectional instability is seen
upstream of the separation point (50.06 % chord) and is convected downstream into
the separation region, where a K–H type of instability develops near
the maximum separation bubble height (59.73 % chord) and finally breaks down to
turbulent flow.
This observation is in good agreement with the
experimental and theoretical study by
<xref ref-type="bibr" rid="bib1.bibx17" id="text.127"/>, where an exponential
growth rate of disturbances according to an inflectional instability
upstream of the separation region is followed
by a K–H type of instability in the separation bubble. Using a method
similar to that used by <xref ref-type="bibr" rid="bib1.bibx17" id="text.128"/> to determine the importance
of the contribution of the inflectional mode to the disturbance dynamics,
a ratio of <inline-formula><mml:math id="M158" display="inline"><mml:mrow><mml:msub><mml:mi>y</mml:mi><mml:mi mathvariant="normal">in</mml:mi></mml:msub></mml:mrow></mml:math></inline-formula> to <inline-formula><mml:math id="M159" display="inline"><mml:mrow><mml:msub><mml:mi>y</mml:mi><mml:mi mathvariant="normal">max</mml:mi></mml:msub></mml:mrow></mml:math></inline-formula> is plotted in
Fig. <xref ref-type="fig" rid="Ch1.F9"/>, where <inline-formula><mml:math id="M160" display="inline"><mml:mrow><mml:msub><mml:mi>y</mml:mi><mml:mi mathvariant="normal">in</mml:mi></mml:msub></mml:mrow></mml:math></inline-formula> is the wall-normal
distance at which the inflectional point of the mean streamwise velocity
is located and <inline-formula><mml:math id="M161" display="inline"><mml:mrow><mml:msub><mml:mi>y</mml:mi><mml:mi mathvariant="normal">max</mml:mi></mml:msub><mml:mo>=</mml:mo><mml:mo>max⁡</mml:mo><mml:mo>(</mml:mo><mml:mover accent="true"><mml:mrow><mml:msup><mml:mi>u</mml:mi><mml:mo>′</mml:mo></mml:msup><mml:msup><mml:mi>v</mml:mi><mml:mo>′</mml:mo></mml:msup></mml:mrow><mml:mo mathvariant="normal">‾</mml:mo></mml:mover><mml:mspace width="0.25em" linebreak="nobreak"/><mml:mstyle displaystyle="false"><mml:mfrac style="text"><mml:mrow><mml:mo>∂</mml:mo><mml:mi>U</mml:mi></mml:mrow><mml:mrow><mml:mo>∂</mml:mo><mml:mi>y</mml:mi></mml:mrow></mml:mfrac></mml:mstyle><mml:mo>)</mml:mo></mml:mrow></mml:math></inline-formula>
is the location of the peak production of the turbulent kinetic energy of the
disturbance. As discussed in <xref ref-type="bibr" rid="bib1.bibx17" id="text.129"/>, if the ratio
tends towards zero, the wall mode is stronger, and as the ratio approaches unity the
inflectional mode is dominant. For a separated profile this value is
expected to be unity while it is expected to be
zero for a Blasius profile since <inline-formula><mml:math id="M162" display="inline"><mml:mrow><mml:msub><mml:mi>y</mml:mi><mml:mi mathvariant="normal">in</mml:mi></mml:msub><mml:mo>=</mml:mo><mml:mn mathvariant="normal">0</mml:mn></mml:mrow></mml:math></inline-formula>. This behavior is visible in
Fig. <xref ref-type="fig" rid="Ch1.F9"/> with the ratio approaching unity
just prior to the maximum height of the separation bubble. This is again similar
to the experimental data of <xref ref-type="bibr" rid="bib1.bibx17" id="text.130"/>, where the ratio approached
unity after separation. Furthermore, the onset of
the inflectional instability at 38 % chord is in good agreement with the
observations of spanwise rolls as seen in Fig. <xref ref-type="fig" rid="Ch1.F7"/>a,
indicating that these rolls are inflectional in nature even though they are
presently upstream of the separation.</p>

      <?xmltex \floatpos{t}?><fig id="Ch1.F9"><?xmltex \currentcnt{9}?><?xmltex \def\figurename{Figure}?><label>Figure 9</label><caption><p id="d1e3977">Ratio of the location of the inflection point to the location of
the peak production of turbulent kinetic energy of the disturbances indicating the increasing importance of the inflectional mode.</p></caption>
          <?xmltex \igopts{width=199.169291pt}?><graphic xlink:href="https://wes.copernicus.org/articles/7/967/2022/wes-7-967-2022-f09.png"/>

        </fig>

</sec>
<sec id="Ch1.S4.SS3">
  <label>4.3</label><title>Analyzing transition based on power spectral densities</title>
      <p id="d1e3994">To further investigate the mode and process of
transition as well as the
influence of the turbulence energy spectra on the boundary layer receptivity
in the case of bypass transition through
the formation of boundary
layer streaks, it was necessary to analyze the
power spectral densities along the chord for the different
inflow turbulence intensities under consideration.
Figure <xref ref-type="fig" rid="Ch1.F10"/> shows the turbulent kinetic energy PSD plots
computed using a Hann windowing function on the data
which were collected at every 10 % of the chord.
A total of <inline-formula><mml:math id="M163" display="inline"><mml:mrow><mml:msup><mml:mn mathvariant="normal">2</mml:mn><mml:mn mathvariant="normal">16</mml:mn></mml:msup></mml:mrow></mml:math></inline-formula> data points covering 3.28 dimensionless
time units were used. In order to follow the transition process
even in the  laminar separation region, data
evaluations were carried out at the height of the boundary
layer displacement thickness and at the mid-span. Figure <xref ref-type="fig" rid="Ch1.F10"/>f indicates the locations where these data are evaluated.</p>

      <?xmltex \floatpos{p}?><fig id="Ch1.F10" specific-use="star"><?xmltex \currentcnt{10}?><?xmltex \def\figurename{Figure}?><label>Figure 10</label><caption><p id="d1e4014">Power spectral density at different TIs determined at the height of the displacement thickness in the mid-span at every 10 % chord.</p></caption>
          <?xmltex \igopts{width=369.885827pt}?><graphic xlink:href="https://wes.copernicus.org/articles/7/967/2022/wes-7-967-2022-f10.png"/>

        </fig>

      <p id="d1e4023">At an inflow turbulence intensity of 0 % the
growth of inflectional instabilities
(see disturbance velocity in Fig. <xref ref-type="fig" rid="Ch1.F9"/>) is apparent
at about 30 % chord as discussed in
Sect. <xref ref-type="sec" rid="Ch1.S4.SS2"/>. It must be noted that
spanwise rolls were already seen at 30 % chord at some
instances in time, thus making their presence visible in the PSD plot.
This corresponds to the green solid line in
Fig. <xref ref-type="fig" rid="Ch1.F10"/>a. A clear increase in energy up to 1000
dimensionless units is recognized.
The inflectional instability
continues to grow in the downstream direction.
This growth is seen at 40 % chord without any noticeable irregularity
in the PSD plot
compared to the upstream location. However, at 50 % chord,
a further increase in energy between approximately 70 and 150 dimensionless
units is found, indicated by the purple solid line. This
increase in energy corresponds to the location (at some instants in time) of breakdown of the roll-up,
through the Kelvin–Helmholtz mechanism.
This is in a similar dimensionless frequency range
seen in the experiment by <xref ref-type="bibr" rid="bib1.bibx6" id="text.131"/> for the separated
shear layer on the NACA 0018 profile at <inline-formula><mml:math id="M164" display="inline"><mml:mrow><mml:mi>R</mml:mi><mml:mi>e</mml:mi><mml:mo>=</mml:mo><mml:mn mathvariant="normal">100</mml:mn><mml:mi>k</mml:mi></mml:mrow></mml:math></inline-formula> and a
similar angle of attack.</p>
      <p id="d1e4052">At an inflow turbulence intensity of 1.4 %, the
growth of inflectional instabilities
beginning at about 30 % chord
is visible in Fig. <xref ref-type="fig" rid="Ch1.F10"/>b.
Here, again, the disturbances continue to grow in the downstream
direction at 40 % and 50 % chord recognized by the increase in energy
up to 1000 dimensionless units.
At 70 % chord the flow is fully
turbulent, indicated by the rise in energy in the PSD plot,
similar to that at the downstream locations. It is
obvious that transition to turbulence takes place further
downstream than in the case with TI <inline-formula><mml:math id="M165" display="inline"><mml:mo>=</mml:mo></mml:math></inline-formula> 0 % where the flow is
turbulent close to 60 % chord, as seen in the PSD plot.
This unexpected downstream shift of the transition onset
with an increase in TI from 0 to 1.4 % is caused by the presence
of a high-speed boundary layer streak which delays separation
(see discussion in Sect. <xref ref-type="sec" rid="Ch1.S4.SS4"/>) near
the mid-span for considerably large parts of
the time period during which the data were collected.</p>
      <p id="d1e4066">At an increased inflow turbulence intensity of 2.8 %,
a rise in energy up to 1000 dimensionless units is
already visible at 20 % chord in the PSD plot in
Fig. <xref ref-type="fig" rid="Ch1.F10"/>c, which is similar to that observed at lower TI in
the presence of inflectional instabilities, indicating an earlier growth of these
instabilities beginning within the region of the FPG. In this case,
spanwise rolls were not visible by a <inline-formula><mml:math id="M166" display="inline"><mml:mi>Q</mml:mi></mml:math></inline-formula>-criterion analysis, but
waves which eventually lead to the formation of spanwise rolls were noticed
at some instances. Similar waves are seen at 30 % chord in
the case without inflow turbulence.
At 40 % chord a further increase in energy, is observed,
similar to that seen at 50 % chord in Fig. <xref ref-type="fig" rid="Ch1.F10"/>a.
This corresponds to the breakdown of the K–H rolls.</p>
      <p id="d1e4080">At an inflow turbulence intensity of 5.6 %,
a noticeable increase in energy up to around 100 dimensionless
units is seen in Fig. <xref ref-type="fig" rid="Ch1.F10"/>d when compared to the cases with
lower inflow turbulence intensities. This is attributed to the presence of
streaks within the boundary layer which will be discussed in
Sect. <xref ref-type="sec" rid="Ch1.S4.SS4"/>. At an inflow TI of 2.8 %
a similar effect, albeit with somewhat reduced energy is seen at
10 % chord. The increased energy at TI <inline-formula><mml:math id="M167" display="inline"><mml:mo>=</mml:mo></mml:math></inline-formula> 5.6 %
is due to the increased
frequency of streak formation within the boundary layer
observed for increasing
inflow turbulence, thus making their presence more prominent with
increasing TI. It must be noted that the data for the
generation of the PSD
were collected over a period of 3.28 dimensionless units; therefore, it is not
unexpected to see both the influence of streaks and inflectional instabilities
simultaneously in the PSD plots.
For instance, at a TI of 2.8 %,
inflectional instabilities dominate while at TI <inline-formula><mml:math id="M168" display="inline"><mml:mo>=</mml:mo></mml:math></inline-formula> 5.6 % an
increase in energy at 20 % chord up to 1000 dimensionless units
indicates the presence of an inflectional type of instability. Note that
this increase in energy is not present downstream of this chord position
due to the increased contribution of streaks to the transition process.
An increase in energy up to approximately 100 dimensionless units
up to 50 % chord is seen before the flow turns fully turbulent between
60 % and 70 % chord, indicating the dominance of boundary layer streaks.</p>
      <p id="d1e4101">At an inflow TI of 11.2 %
the energy content in the vicinity of the leading edge, i.e.,
as seen at 10 % chord and further downstream in
Fig. <xref ref-type="fig" rid="Ch1.F10"/>e, is similar to the energy level in
the transition region at TI <inline-formula><mml:math id="M169" display="inline"><mml:mo>=</mml:mo></mml:math></inline-formula> 0 %. At this highest
TI level of 11.2 % no clear laminar region can be
distinguished in the PSD plot.
The energy levels are comparable to those of the transitional
region of lower TI inflow cases. The increase in energy from
transition to turbulence, however, is clearly visible at
60 % chord and further downstream.</p>
      <p id="d1e4113">One of the key objectives of running a PSD analysis was to study
the receptivity of the boundary layer in response to increasing TI.
An experiment by <xref ref-type="bibr" rid="bib1.bibx20" id="text.132"/> showed that the initial
energy in the boundary layer is proportional to the square
of the turbulence intensity.
Their study included FST between 1.4 % and 6.7 % over a
flat plate. A similar
analysis was carried out here, with the total energy plotted
against the square of
TI as seen in Fig. <xref ref-type="fig" rid="Ch1.F11"/>. Since the
boundary layer is receptive
to low frequencies, especially near the leading edge, it
was decided to plot the total
energy including the frequency content up to 10
dimensionless frequency units
and at 10 % chord. Since the
influence of streaks was observed up to 100 dimensionless frequency units
(see Sect. <xref ref-type="sec" rid="Ch1.S4.SS4"/>), a second line with
the energy including
the content up to
100 dimensionless units is plotted. In both cases, ignoring the anomaly
at an inflow TI of 2.8 % (the dashed lines ignore this
data point), a proportionality via a nearly linear relationship
between the energy content and the square of TI is seen.
This is in good agreement with the study by <xref ref-type="bibr" rid="bib1.bibx20" id="text.133"/>.</p>

      <?xmltex \floatpos{t}?><fig id="Ch1.F11"><?xmltex \currentcnt{11}?><?xmltex \def\figurename{Figure}?><label>Figure 11</label><caption><p id="d1e4129">Energy at 10 % chord up to 10 and 100 dimensionless frequency units against the square of the turbulence intensity. The energy is normalized by the value at a TI of 11.2 %.</p></caption>
          <?xmltex \igopts{width=199.169291pt}?><graphic xlink:href="https://wes.copernicus.org/articles/7/967/2022/wes-7-967-2022-f11.png"/>

        </fig>

</sec>
<sec id="Ch1.S4.SS4">
  <label>4.4</label><title>Streak analysis</title>
      <p id="d1e4147">As discussed in Sect. <xref ref-type="sec" rid="Ch1.S4.SS3"/> a noticeable
increase in energy up to around 100 dimensionless units is seen
at an inflow TI of 5.6 % compared to the cases
with lower inflow TI. It is assumed that this is due to the relative
increase in the formation of streaks within the boundary layer such that they
can be detected in the PSD plot. This is now investigated based on the
case of TI <inline-formula><mml:math id="M170" display="inline"><mml:mo>=</mml:mo></mml:math></inline-formula> 5.6 %.</p>
      <p id="d1e4159">Due to the formation of multiple streaks
within the boundary layer during the
simulation, it was found necessary to isolate, extract and analyze data prior
to the entry of a selected streak and compare the generated PSD plot to a
PSD plot generated during the passing of the streak through the region of
interest. This is done in order to study the frequency characteristics of the
streaks. For this purpose, data were extracted over 300 000 time steps
covering an interval of 1.5 dimensionless time units.
The data are sampled at every 10th time step, resulting in 30 000
data points. This is a sufficiently large number of data points
allowing for the resolution of low frequencies. According to these
data, the streak as seen in Fig. <xref ref-type="fig" rid="Ch1.F12"/>a
passes through 10 %
chord at around the 12 000th data point. A comparison between the PSD
plots at this chord location before and after the passing of the streak is
depicted in Fig. <xref ref-type="fig" rid="Ch1.F12"/>b. An increase in energy up to
100 dimensionless units is seen. Similar increases in energy
up to 100 dimensionless units are also detected when
the streak passed through downstream chord positions.</p>

      <?xmltex \floatpos{p}?><fig id="Ch1.F12" specific-use="star"><?xmltex \currentcnt{12}?><?xmltex \def\figurename{Figure}?><label>Figure 12</label><caption><p id="d1e4168">Influence of a boundary layer <inline-formula><mml:math id="M171" display="inline"><mml:mrow><mml:msup><mml:mi>u</mml:mi><mml:mo>′</mml:mo></mml:msup></mml:mrow></mml:math></inline-formula> streak on the PSD plot at TI <inline-formula><mml:math id="M172" display="inline"><mml:mo>=</mml:mo></mml:math></inline-formula> 5.6 %.</p></caption>
          <?xmltex \igopts{width=369.885827pt}?><graphic xlink:href="https://wes.copernicus.org/articles/7/967/2022/wes-7-967-2022-f12.png"/>

        </fig>

      <p id="d1e4196">Thus, the increase in energy up to 100 dimensionless units
in the PSD plots of Sect. <xref ref-type="sec" rid="Ch1.S4.SS3"/> is indeed an indication for
the presence of streaks. It must be noted that streaks are clearly
visible within the boundary layer also at lower inflow TI and near the
leading edge as seen in Fig. <xref ref-type="fig" rid="Ch1.F13"/>, which shows boundary
layer streaks at inflow turbulence intensities of 1.4
and 11.2 % at a wall-normal
location corresponding to the displacement thickness
at 20 % chord.</p>

      <?xmltex \floatpos{p}?><fig id="Ch1.F13" specific-use="star"><?xmltex \currentcnt{13}?><?xmltex \def\figurename{Figure}?><label>Figure 13</label><caption><p id="d1e4205"><inline-formula><mml:math id="M173" display="inline"><mml:mrow><mml:msup><mml:mi>u</mml:mi><mml:mo>′</mml:mo></mml:msup></mml:mrow></mml:math></inline-formula> boundary layer streaks. Slices are taken at a wall-normal height equal to the displacement thickness at 20 % chord.</p></caption>
          <?xmltex \igopts{width=398.338583pt}?><graphic xlink:href="https://wes.copernicus.org/articles/7/967/2022/wes-7-967-2022-f13.png"/>

        </fig>

      <p id="d1e4224">As stated earlier and to clarify this issue, the rate of formation
of streaks is much lower at low TI, which is obvious by comparison
of Fig. <xref ref-type="fig" rid="Ch1.F13"/>a with b.
Therefore, an obvious indication of their presence
is not seen in the PSD plots at lower TI.</p>
      <p id="d1e4229">Just as in the study by <xref ref-type="bibr" rid="bib1.bibx26" id="text.134"/> streaks of
different sizes, amplitudes and orientations were found in the collected
data and at different inflow TI. Additionally, the maximum spanwise
dimension of the streaks decreased with increasing TI. This is in line
with the findings of <xref ref-type="bibr" rid="bib1.bibx79" id="text.135"/>.</p>
      <p id="d1e4238">At low inflow turbulence intensities, for example at 1.4 % and
2.8 %, the time-averaged results summarized in Table <xref ref-type="table" rid="Ch1.T3"/>
indicate that the free-stream turbulence has negligible effects on the
onset of separation. However, the instantaneous perturbation fields shown
in Fig. <xref ref-type="fig" rid="Ch1.F14"/> show that boundary layer
streaks affect the instantaneous separation point. The black rectangular
box marks the location of the mean separation region. Instantaneous
separation as indicated by the slightly translucent orange iso-surface
is shifted upstream in the presence of negative perturbation velocity
(dark streaks) and downstream in the presence of positive perturbation
velocity (light streaks). These results are in line with earlier
studies <xref ref-type="bibr" rid="bib1.bibx66 bib1.bibx79" id="paren.136"/>.
<xref ref-type="bibr" rid="bib1.bibx70" id="text.137"/> also
observed the influence of inflow turbulence on the
separation bubble. The separation region was found to be delayed
in some spanwise regions compared to the case
without added turbulence.</p>

      <?xmltex \floatpos{p}?><fig id="Ch1.F14" specific-use="star"><?xmltex \currentcnt{14}?><?xmltex \def\figurename{Figure}?><label>Figure 14</label><caption><p id="d1e4254">Influence of boundary layer streaks on instantaneous separation. The light
and dark streaks represent high- and low-speed streaks, respectively.
The orange iso-surface represents instantaneous separation.
Slices are taken at a wall-normal distance corresponding to the displacement
thickness at 20 % chord.</p></caption>
          <?xmltex \igopts{width=398.338583pt}?><graphic xlink:href="https://wes.copernicus.org/articles/7/967/2022/wes-7-967-2022-f14.png"/>

        </fig>

      <p id="d1e4263">On account of an APG, the inner mode of instability <xref ref-type="bibr" rid="bib1.bibx71" id="paren.138"/>
was observed at all inflow turbulence intensities. A common
scenario attributed to this mode is a local overlap of the trailing edge of
a low-speed streak and the leading edge of a high-speed streak, which results
in the wall-normal velocity profile to become inflectional. This leads to
the development of a predominantly varicose instability near the wall.
This scenario is the one observed in the present simulations.
That is illustrated in Fig. <xref ref-type="fig" rid="Ch1.F15"/> for the
case with an inflow TI of 2.8 %.
Each image is taken at a dimensionless time period of 0.1 units apart
and at a wall-normal distance corresponding to the displacement thickness
at 20 % chord. Figure <xref ref-type="fig" rid="Ch1.F15"/>a marks the early stages of the
overlap between the light high-speed streak and the dark low-speed streak.
The overlap takes place with the lower of the two marked streaks. The
two streaks have been marked to distinguish them as two separate streaks,
a fact that was confirmed by going back in time to the formation of the
individual streaks. In Fig. <xref ref-type="fig" rid="Ch1.F15"/>b the varicose inner
instability is seen. At the onset of its formation, the instability has
the same spanwise dimension as the parent streak. A similar observation
was made in <xref ref-type="bibr" rid="bib1.bibx66" id="text.139"/>. As the instability develops, the
varicose formation becomes clearer and is highlighted in
Fig. <xref ref-type="fig" rid="Ch1.F15"/>c. After further 0.1 dimensionless time units,
the instability breaks down to form a turbulent spot as seen
in Fig. <xref ref-type="fig" rid="Ch1.F14"/>b. This turbulent
spot grows and progresses downstream to finally join the fully turbulent
flow.</p>

      <?xmltex \floatpos{t}?><fig id="Ch1.F15" specific-use="star"><?xmltex \currentcnt{15}?><?xmltex \def\figurename{Figure}?><label>Figure 15</label><caption><p id="d1e4285">Development of an inner type of instability mode at TI <inline-formula><mml:math id="M174" display="inline"><mml:mo>=</mml:mo></mml:math></inline-formula> 2.8 %. Contours show the tangential velocity perturbations <inline-formula><mml:math id="M175" display="inline"><mml:mrow><mml:msup><mml:mi>u</mml:mi><mml:mo>′</mml:mo></mml:msup></mml:mrow></mml:math></inline-formula>. Each image in this sequence is taken at a dimensionless time period of 0.1 units apart and at a wall-normal distance corresponding to the displacement thickness at 20 % chord.</p></caption>
          <?xmltex \igopts{width=426.791339pt}?><graphic xlink:href="https://wes.copernicus.org/articles/7/967/2022/wes-7-967-2022-f15.png"/>

        </fig>

      <p id="d1e4312">As mentioned above, the origin of the inner instability mode is an overlap of
the leading edge of a high-speed streak with the trailing edge of a
low-speed streak. An investigation into the formation of the instability
must therefore take both streaks into account. Figure <xref ref-type="fig" rid="Ch1.F16"/>
shows the corresponding <inline-formula><mml:math id="M176" display="inline"><mml:mrow><mml:msup><mml:mi>u</mml:mi><mml:mo>′</mml:mo></mml:msup></mml:mrow></mml:math></inline-formula> perturbations of the low-speed
streak (Fig. <xref ref-type="fig" rid="Ch1.F16"/>a), which is in time overlapped
by the high-speed streak (Fig. <xref ref-type="fig" rid="Ch1.F16"/>b).
For this purpose, consider a slowly moving low-speed streak upstream
of which a high-speed streak has formed. The high-speed
streak catches up and overlaps the trailing edge
of the low-speed streak. This phenomenon causes
an inflectional instability. The profiles
were generated over a sequence of time steps. The perturbation
profile chosen to be plotted is that which possesses the maximum
perturbation velocity on the passing of the two relevant streaks.</p>

      <?xmltex \floatpos{t}?><fig id="Ch1.F16" specific-use="star"><?xmltex \currentcnt{16}?><?xmltex \def\figurename{Figure}?><label>Figure 16</label><caption><p id="d1e4334"><inline-formula><mml:math id="M177" display="inline"><mml:mrow><mml:msup><mml:mi>u</mml:mi><mml:mo>′</mml:mo></mml:msup></mml:mrow></mml:math></inline-formula> streaks that lead to the formation of an inner instability at TI <inline-formula><mml:math id="M178" display="inline"><mml:mo>=</mml:mo></mml:math></inline-formula> 2.8 %.</p></caption>
          <?xmltex \igopts{width=341.433071pt}?><graphic xlink:href="https://wes.copernicus.org/articles/7/967/2022/wes-7-967-2022-f16.png"/>

        </fig>

      <p id="d1e4361">As seen in Fig. <xref ref-type="fig" rid="Ch1.F16"/>a, the negative perturbation
velocity increases as the streak progresses downstream and the streak
rises within the boundary layer from 20 % to 30 %
chord, which is to be
expected for a low-speed streak. Even though a slight increase in the
negative perturbation velocity is seen at 40 % chord,
the streak oddly
drops within the  boundary layer while it is expected to rise. The time
instant of this perturbation velocity plot corresponds to an instant where
the varicose instability has already begun to develop upstream of the streak
due to shear from the overlap of the high-speed streak. This effectively
alters the streak and is a possible cause for this behavior.
Figure <xref ref-type="fig" rid="Ch1.F16"/>b shows the perturbation velocity due to
the high-speed streak. In this case, the streak has a typical form of
a high-speed streak at 20 % chord but begins to
overlap with the low-speed
streak at about 30 % chord, which is evident
from the points of inflection.
The streak amplitude increases up to 20 % chord, reaching
a value of 32 %
of the free-stream velocity prior to the development of the instability.
Similar values leading to the development of the inner instability
are found at other locations and other TI values.
This is in agreement with the work by <xref ref-type="bibr" rid="bib1.bibx2" id="text.140"/>,
who observed the
critical streak amplitude to be 37 % of the free-stream
velocity for the varicose mode.</p>
      <p id="d1e4371">It must be noted that no evidence was found for an outer
type of instability mode. This is attributed to the relatively strong APG
on the suction side <xref ref-type="bibr" rid="bib1.bibx48" id="paren.141"/>, while it is known
that a zero-pressure or favorable
pressure gradient is decisive for such a mode <xref ref-type="bibr" rid="bib1.bibx32" id="paren.142"/>.</p>
</sec>
</sec>
<sec id="Ch1.S5" sec-type="conclusions">
  <label>5</label><title>Conclusions</title>
      <p id="d1e4390">To further optimize the design of wind turbine blades, the knowledge on the
transition process on the blades has to be thoroughly improved. For typical
turbulence intensities of atmospheric turbulence, it is expected that
bypass transition plays an important role. Based on wall-resolved LES
predictions, the present study should help to expand the knowledge base
and to pave the way for the simulation of realistic Reynolds numbers.
Furthermore, this study includes an elaborate spectral analysis of the transition process, a method not often employed
by other similar studies.
The LES predictions for the flow around the wind turbine blade of the type
LM45.3p at <inline-formula><mml:math id="M179" display="inline"><mml:mrow><mml:mi>R</mml:mi><mml:msub><mml:mi>e</mml:mi><mml:mi mathvariant="normal">c</mml:mi></mml:msub><mml:mo>=</mml:mo><mml:msup><mml:mn mathvariant="normal">10</mml:mn><mml:mn mathvariant="normal">5</mml:mn></mml:msup></mml:mrow></mml:math></inline-formula> and <inline-formula><mml:math id="M180" display="inline"><mml:mrow><mml:mi mathvariant="italic">α</mml:mi><mml:mo>=</mml:mo><mml:mn mathvariant="normal">4</mml:mn><mml:msup><mml:mi/><mml:mo>∘</mml:mo></mml:msup></mml:mrow></mml:math></inline-formula> for varying inflow turbulence
intensities yield the following results.</p>
      <p id="d1e4429"><list list-type="bullet">
          <list-item>

      <p id="d1e4434">A separation bubble roughly between 50 % and 75 % of the chord is observed for turbulence intensities TI <inline-formula><mml:math id="M181" display="inline"><mml:mo>≤</mml:mo></mml:math></inline-formula> 5.6 %. At TI <inline-formula><mml:math id="M182" display="inline"><mml:mo>=</mml:mo></mml:math></inline-formula> 11.2 % the separation vanishes. This observation is in partial agreement with previous investigations <xref ref-type="bibr" rid="bib1.bibx11" id="paren.143"/> on much thinner airfoils (SD7003: 8.51 % relative thickness), where the separation bubble already completely disappears at TI <inline-formula><mml:math id="M183" display="inline"><mml:mo>≥</mml:mo></mml:math></inline-formula> 5.6 % at a comparable <inline-formula><mml:math id="M184" display="inline"><mml:mrow><mml:mi>R</mml:mi><mml:msub><mml:mi>e</mml:mi><mml:mi mathvariant="normal">c</mml:mi></mml:msub></mml:mrow></mml:math></inline-formula> of 60 000. This is also in good agreement with another study <xref ref-type="bibr" rid="bib1.bibx79" id="paren.144"/>, where separation was seen up to TI <inline-formula><mml:math id="M185" display="inline"><mml:mo>=</mml:mo></mml:math></inline-formula> 6.5 % at a Reynolds number of 138 500. The frequency range of the detected separated shear layer between 70 and 150 dimensionless units is similar to the experiment by <xref ref-type="bibr" rid="bib1.bibx6" id="text.145"/> on the NACA 0018 airfoil at a similar angle of attack and Reynolds number.</p>
          </list-item>
          <list-item>

      <p id="d1e4491">The analysis of the amplification of the velocity fluctuations <inline-formula><mml:math id="M186" display="inline"><mml:mrow><mml:msup><mml:mi>u</mml:mi><mml:mo>′</mml:mo></mml:msup></mml:mrow></mml:math></inline-formula> at TI <inline-formula><mml:math id="M187" display="inline"><mml:mo>=</mml:mo></mml:math></inline-formula> 0 % shows an exponential growth, which begins at the onset of the APG. It is found that the primary instability mechanism within the separation bubble is inflectional in nature, and its origin can be traced back to the region upstream of the separation. The instability is also clearly visible in the power spectral density of the turbulent kinetic energy. These findings are in agreement with the experimental and theoretical study of <xref ref-type="bibr" rid="bib1.bibx17" id="text.146"/>.</p>
          </list-item>
          <list-item>

      <p id="d1e4518">At inflow turbulence intensities up to TI <inline-formula><mml:math id="M188" display="inline"><mml:mo>=</mml:mo></mml:math></inline-formula> 5.6 % the presence of the inflectional instability is noticed in the turbulent kinetic energy power spectral density plots. At TI <inline-formula><mml:math id="M189" display="inline"><mml:mo>=</mml:mo></mml:math></inline-formula> 11.2 % there is no such indication, and the transition process is completely governed by boundary layer streaks. With rising TI the influence of boundary layer streaks increases. The transition mode changes from an inflectional-instability-dominated one due to the APG to a transition mechanism influenced by the presence of streaks within the boundary layer.</p>
          </list-item>
          <list-item>

      <p id="d1e4538">It is found that the boundary layer is receptive to external disturbances such that the initial energy within the boundary layer is proportional to the square of the turbulence intensity. A similar finding was made in an experimental study by <xref ref-type="bibr" rid="bib1.bibx20" id="text.147"/> over a flat plate.</p>
          </list-item>
          <list-item>

      <p id="d1e4547">In the presence of negative velocity perturbations describing low-speed streaks, separation is found to be shifted upstream. Contrarily, in the          presence of positive velocity perturbations according to high-speed streaks, separation is shifted downstream. These results are in line with earlier studies <xref ref-type="bibr" rid="bib1.bibx66 bib1.bibx79 bib1.bibx70" id="paren.148"/>. Consequently, it is obvious that boundary layer streaks affect the instantaneous separation point.</p>
          </list-item>
          <list-item>

      <p id="d1e4557">In the presence of boundary layer streaks, an inner type of instability mode is observed whereby the leading edge of a high-speed streak overlaps the trailing edge of a low-speed streak, resulting in an inflectional profile and a varicose mode of instability. This is expected due the APG <xref ref-type="bibr" rid="bib1.bibx48" id="paren.149"/>. The critical streak amplitude was found to be about 32 % of the free-stream velocity. This is in good agreement with the observations by <xref ref-type="bibr" rid="bib1.bibx2" id="text.150"/>, who reported the critical streak amplitude to be 37 % of the free-stream amplitude.</p>
          </list-item>
        </list></p>
      <p id="d1e4568">Overall, the results show that the applied methodology of wall-resolved LES with
injected inflow turbulence works reliably and provides physically meaningful results.
In follow-up studies the Reynolds number will be successively increased in
order to understand the transition scenario in the real case under
varying inflow conditions.</p>
</sec>

      
      </body>
    <back><notes notes-type="codeavailability"><title>Code availability</title>

      <p id="d1e4575">The LES source code <inline-formula><mml:math id="M190" display="inline"><mml:mrow><mml:mi mathvariant="script">L</mml:mi><mml:mi mathvariant="script">E</mml:mi><mml:mi mathvariant="script">S</mml:mi><mml:mi mathvariant="script">O</mml:mi><mml:mi mathvariant="script">C</mml:mi><mml:mi mathvariant="script">C</mml:mi></mml:mrow></mml:math></inline-formula> is the intellectual property of Michael Breuer and thus not publicly available. In case of interest, please contact the authors.</p>
  </notes><notes notes-type="dataavailability"><title>Data availability</title>

      <p id="d1e4599">Data can be provided by contacting the corresponding author.</p>
  </notes><notes notes-type="authorcontribution"><title>Author contributions</title>

      <p id="d1e4605">BAL performed all simulations,
post-processed and analyzed the simulation data, and wrote the draft
version of the paper. APS and MB supervised the investigations,
gave technical advice in regular discussions and
improved the paper and its revision.</p>
  </notes><notes notes-type="competinginterests"><title>Competing interests</title>

      <p id="d1e4611">The contact author has declared that neither they nor their co-authors have any competing interests.</p>
  </notes><notes notes-type="disclaimer"><title>Disclaimer</title>

      <p id="d1e4617">Publisher’s note: Copernicus Publications remains neutral with regard to jurisdictional claims in published maps and institutional affiliations.</p>
  </notes><ack><title>Acknowledgements</title><p id="d1e4623">The project is financially supported through the EKSH-Promotionsstipendien program. The authors acknowledge the North-German Supercomputing Alliance (HLRN) for providing HPC resources that have contributed to the research results reported in this paper. We acknowledge financial support from the federal state of Schleswig-Holstein within the funding program Open Access Publikationsfonds.</p></ack><notes notes-type="reviewstatement"><title>Review statement</title>

      <p id="d1e4628">This paper was edited by Joachim Peinke and reviewed by two anonymous referees.</p>
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