the Creative Commons Attribution 4.0 License.
the Creative Commons Attribution 4.0 License.
LiDAR-enhanced Closed-Loop Active Helix Approach
Abstract. The Helix approach has shown potential in increasing wind farm power production through enhancing wake mixing. By applying periodic blade pitch signals to upstream turbines, a helical wake is generated, which reduces velocity deficits for downstream turbines and mitigates the wake effect. While promising, the closed-loop implementation of the Helix approach remains largely unexplored, which could enable handling uncertainties and model errors in wind farm applications. This work presents a framework that integrates LiDAR-based wake measurements to enable such closed-loop control. First, a downwind-facing continuous-wave LiDAR is used to extract the hub vortex as the controlled variable. Second, we developed a control algorithm that regulates the hub vortex position in the Helix frame, thereby controlling the helical wake. Simulations in QBlade show that the framework enables a real-time, flow-informed closed-loop wake mixing approach. Compared with the open-loop cases, the framework corrects the shear-induced steady-state wake bias and enables measurement-informed, dynamic pitch adjustments under turbulence. In shear, bias correction increases downstream power but raises structural loads on both turbines; under turbulence, dynamic pitch control delivers a modest farm-level power gain with only minor load increases. These outcomes highlight the promise of flow-informed, closed-loop wake-mixing control and motivate further investigation.
Competing interests: At least one of the (co-)authors is a member of the editorial board of Wind Energy Science.
Publisher's note: Copernicus Publications remains neutral with regard to jurisdictional claims made in the text, published maps, institutional affiliations, or any other geographical representation in this paper. While Copernicus Publications makes every effort to include appropriate place names, the final responsibility lies with the authors. Views expressed in the text are those of the authors and do not necessarily reflect the views of the publisher.- Preprint
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Status: open (until 10 Nov 2025)
- RC1: 'Comment on wes-2025-161', Anonymous Referee #1, 13 Oct 2025 reply
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CC1: 'Comment on wes-2025-161', Henrik Asmuth, 20 Oct 2025
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The Helix-visualization in Fig. 2 seems to be from Korb et al (2023), https://doi.org/10.1017/jfm.2023.390
Please cite the paper if you use the image.Â
Disclaimer: this community comment is written by an individual and does not necessarily reflect the opinion of their employer.Citation: https://doi.org/10.5194/wes-2025-161-CC1 -
CC2: 'Reply on CC1', Zekai Chen, 20 Oct 2025
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Dear Henry,
Thank you for the commend.
You are right, in one of our blocks, we indeed included an LES simulation of the Helix to illustrate our methodology. You are correct that this figure originates from Korb et al (2023), https://doi.org/10.1017/jfm.2023.390. In the final version, we will either replace it with our own original LES simulation of the Helix or appropriately cite this work.
We sincerely apologize for this oversight. And thanks again for pointing it out.
Kind regards,
Zekai Chen
Â
Disclaimer: this community comment is written by an individual and does not necessarily reflect the opinion of their employer.Citation: https://doi.org/10.5194/wes-2025-161-CC2 -
CC3: 'Reply on CC2', Zekai Chen, 20 Oct 2025
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Sorry for my wrong spelling --- it should be "Thank you for the comment."
Disclaimer: this community comment is written by an individual and does not necessarily reflect the opinion of their employer.Citation: https://doi.org/10.5194/wes-2025-161-CC3
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CC3: 'Reply on CC2', Zekai Chen, 20 Oct 2025
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CC2: 'Reply on CC1', Zekai Chen, 20 Oct 2025
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