Preprints
https://doi.org/10.5194/wes-2025-127
https://doi.org/10.5194/wes-2025-127
08 Sep 2025
 | 08 Sep 2025
Status: this preprint is currently under review for the journal WES.

Biases in preconstruction estimates of wind plant annul energy production

Rob Hammond and Eric Simley

Abstract. Estimating the energy yield of a wind plant during the preconstruction phase is an historically difficult task, even with industry improvements in these estimations. We build on prior research comparing the realized energy production of wind plants and their estimated annual energy production (AEP) P50 values (median energy production), using owner-provided energy production and losses. Similar to prior studies, we found a slightly increasing bias of overestimating median energy production (6.9 % to 6.5 % as opposed to 6.7 % to 5.5 %). In addition to assessing AEP P50 bias, we compared both the 1-year and long-term AEP P90 and uncertainty energy yield assessment (EYA) estimates to the observed long-term corrected energy production. We found that neither the EYA uncertainty nor the P90 are conservative enough compared to the observed distribution of prediction errors, suggesting significant room for improvement in the EYA process.

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Rob Hammond and Eric Simley

Status: open (until 06 Oct 2025)

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Rob Hammond and Eric Simley
Rob Hammond and Eric Simley

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Short summary
Estimating the energy production of a wind plant before construction is an historically difficult task. We build on prior research comparing the actual energy production of wind plants and their estimated energy production using owner-provided energy data. Similar to prior studies, we found an increasing bias of overestimating annual energy production. In general, we found that estimates before construction are not conservative enough, suggesting room for improvements in the EYA process.
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