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Adaptive Observer Based Fault Tolerant Control for Sensor and Actuator Faults in Wind Turbines

The installed wind energy generation capacity has been increasing dramatically all over the world. However, most wind turbines are installed in hostile environments, where regular operation needs to be ensured by effective fault tolerant control methods. An adaptive observer-based fault tolerant con...

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Detalles Bibliográficos
Autores principales: Teng, Jing, Li, Changling, Feng, Yizhan, Yang, Taoran, Zhou, Rong, Sheng, Quan Z.
Formato: Online Artículo Texto
Lenguaje:English
Publicado: MDPI 2021
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8704502/
https://www.ncbi.nlm.nih.gov/pubmed/34960264
http://dx.doi.org/10.3390/s21248170
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author Teng, Jing
Li, Changling
Feng, Yizhan
Yang, Taoran
Zhou, Rong
Sheng, Quan Z.
author_facet Teng, Jing
Li, Changling
Feng, Yizhan
Yang, Taoran
Zhou, Rong
Sheng, Quan Z.
author_sort Teng, Jing
collection PubMed
description The installed wind energy generation capacity has been increasing dramatically all over the world. However, most wind turbines are installed in hostile environments, where regular operation needs to be ensured by effective fault tolerant control methods. An adaptive observer-based fault tolerant control scheme is proposed in this article to address the sensor and actuator faults that usually occur on the core subsystems of wind turbines. The fast adaptive fault estimation (FAFE) algorithm is adopted in the adaptive observers to accurately and rapidly located the faults. Based on the states and faults estimated by the adaptive observers, the state feedback fault tolerant controllers are designed to stabilize the system and compensate for the faults. The gain matrices of the controllers are calculated by the pole placement method. Simulation results illustrate that the proposed fault tolerant control scheme with the FAFE algorithm stabilizes the faulty system effectively and performs better than the baseline on the benchmark model of wind turbines.
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spelling pubmed-87045022021-12-25 Adaptive Observer Based Fault Tolerant Control for Sensor and Actuator Faults in Wind Turbines Teng, Jing Li, Changling Feng, Yizhan Yang, Taoran Zhou, Rong Sheng, Quan Z. Sensors (Basel) Article The installed wind energy generation capacity has been increasing dramatically all over the world. However, most wind turbines are installed in hostile environments, where regular operation needs to be ensured by effective fault tolerant control methods. An adaptive observer-based fault tolerant control scheme is proposed in this article to address the sensor and actuator faults that usually occur on the core subsystems of wind turbines. The fast adaptive fault estimation (FAFE) algorithm is adopted in the adaptive observers to accurately and rapidly located the faults. Based on the states and faults estimated by the adaptive observers, the state feedback fault tolerant controllers are designed to stabilize the system and compensate for the faults. The gain matrices of the controllers are calculated by the pole placement method. Simulation results illustrate that the proposed fault tolerant control scheme with the FAFE algorithm stabilizes the faulty system effectively and performs better than the baseline on the benchmark model of wind turbines. MDPI 2021-12-07 /pmc/articles/PMC8704502/ /pubmed/34960264 http://dx.doi.org/10.3390/s21248170 Text en © 2021 by the authors. https://creativecommons.org/licenses/by/4.0/Licensee MDPI, Basel, Switzerland. This article is an open access article distributed under the terms and conditions of the Creative Commons Attribution (CC BY) license (https://creativecommons.org/licenses/by/4.0/).
spellingShingle Article
Teng, Jing
Li, Changling
Feng, Yizhan
Yang, Taoran
Zhou, Rong
Sheng, Quan Z.
Adaptive Observer Based Fault Tolerant Control for Sensor and Actuator Faults in Wind Turbines
title Adaptive Observer Based Fault Tolerant Control for Sensor and Actuator Faults in Wind Turbines
title_full Adaptive Observer Based Fault Tolerant Control for Sensor and Actuator Faults in Wind Turbines
title_fullStr Adaptive Observer Based Fault Tolerant Control for Sensor and Actuator Faults in Wind Turbines
title_full_unstemmed Adaptive Observer Based Fault Tolerant Control for Sensor and Actuator Faults in Wind Turbines
title_short Adaptive Observer Based Fault Tolerant Control for Sensor and Actuator Faults in Wind Turbines
title_sort adaptive observer based fault tolerant control for sensor and actuator faults in wind turbines
topic Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8704502/
https://www.ncbi.nlm.nih.gov/pubmed/34960264
http://dx.doi.org/10.3390/s21248170
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