How to evaluate turbine power curve performance losses

The impact of turbulence intensity on wind turbine performance is significant, yet there is no consensus on its precise impact on energy yield. To address these uncertainties, wind turbine manufacturers incorporate safety margins into warranted power curves, which can lead to substantial financial implications for wind projects. 3E has developed a simple yet robust method to model the influence of turbulence intensity on wind turbine power curves, with the aim of comparing with the approach used by manufacturers. In this article, we introduce a method for evaluting turbine performance losses, distinguishing between losses site-specific and generic power curve losses. This method is implemented in our Wind Analytics application to monitor the performance of wind turbines, and is also used by our Advisory Services to estimate performance losses in pre-construction energy yield studies.
Written by
No items found.
Published on
August 4, 2024
Min Read

Abstract

• This article presents a method to evaluate the Manufacturer Power Curve (MPC) by estimating any potential generic performance losses in the "knee" of the power curve. This simple method allows to verify the reliability of the power curve as provided by the wind turbine Original Equipment Manufacturer (OEM) and to estimate the expected losses for a given wind climate either before or during the turbine's operations.

• The method makes use of the established Turbulence Normalisation procedure as described in Annex M of the IEC standard 61400-12-1.

• Performance losses are estimated for nearly 300 MPC's which reveal large variations across various OEMs.

Methodology

Performance losses

• The methodology has been utilised to estimate the performance losses for nearly 300 MPC's from 5 different OEMs, assuming Iref = 10% and a Weibull distribution with A = 8 and k = 2.

• The boxplots below display the performance losses' distribution by OEM.

Validation

• As a validation, the theoretical power curve for Iref is compared to the related MPC and to measure power curves.

• Below, two examples are shown: one with a performance gain (left) and one with a performance loss (right). Both show a good agreement between the measured and theoretical power curves.

Conclusions

• Not all Manufacturer Power Curves are equally reliable and can have a consistent over- or underperformance in the knee of the power curve.

• These losses can be estimated only based on the MPC using the method described above. The method applies the Turbulence Normalisation steps as outlined in Annex M of the IEC 61400-12-1 by applying these directly on the MPC instead of the measured power curve.

Accurate power curve verification for enhanced monitoring & energy yield studies

At 3E, we have developed this methodology to assess wind turbine performance losses with high precision.

This approach is fully implemented in our SynaptiQ Wind Analytics application. Through advanced analytics, our SynaptiQ app assesses sensor reliability and compares corrected power curve with contracted ones. This enables SynaptiQ users to detect and correct turbine underperformance early, potentially saving up to €20K per year per turbine.

In addition, this methodology is used by our wind consultants for estimating performance losses in pre-construction energy yield studies.

--> If you're interested in optimising your wind projects, our experts and SaaS solutions can provide tailored insights. Contact us today!

Acknowledgments

This research was carried out by David Schillebeeckx, Patrick Hoebeke and Louise Hanne from 3E, Brussels.
This research was funded in the context of the Energy Transition Fund project POSEIDON.

References

• IEC, IEC 61400-12-1, Wind energy generation systems - Part 12-1: Power performance measurements of electricity producing wind turbines, 2017-03 Edition 2.0

• Saint-Drenan, Yves-Marie, et al. "A parametric model for wind turbine power curves incorporating environmental conditions." Renewable Energy 157 (2020): 754-768.

Join the Conversation

Don't miss out on valuable industry updates, subscribe to our newsletter and stay informed about the latest developments and opportunities in renewable energy.

Thank you! Your submission has been received!
Oops! Something went wrong while submitting the form.
By subscribing you agree to receive updates from our company. For more information please read our Privacy Policy
Resources

Related Resources

Explore our knowledge hub for insightful articles, guides, and solutions

Join the Future Energy Movement: Sign up for our newsletter and be at the forefront of a sustainable world. Stay informed about the latest breakthroughs in solar, wind, and green fuels. Together, let's ignite a cleaner, brighter future.
Subscribe
Thank you! Your submission has been received!
Oops! Something went wrong while submitting the form.
By subscribing you agree to receive updates from our company. For more information please read our Privacy Policy
© 2023 3E. All rights reserved. Any reproduction, modification or distribution of all or part of the content,
graphics, logos, text, database, layout, or design of the website is prohibited without the prior written consent of 3E NV/SA.