Cargando…
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...
Autores principales: | , , , , , |
---|---|
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 |
_version_ | 1784621722020872192 |
---|---|
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. |
format | Online Article Text |
id | pubmed-8704502 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2021 |
publisher | MDPI |
record_format | MEDLINE/PubMed |
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 |
work_keys_str_mv | AT tengjing adaptiveobserverbasedfaulttolerantcontrolforsensorandactuatorfaultsinwindturbines AT lichangling adaptiveobserverbasedfaulttolerantcontrolforsensorandactuatorfaultsinwindturbines AT fengyizhan adaptiveobserverbasedfaulttolerantcontrolforsensorandactuatorfaultsinwindturbines AT yangtaoran adaptiveobserverbasedfaulttolerantcontrolforsensorandactuatorfaultsinwindturbines AT zhourong adaptiveobserverbasedfaulttolerantcontrolforsensorandactuatorfaultsinwindturbines AT shengquanz adaptiveobserverbasedfaulttolerantcontrolforsensorandactuatorfaultsinwindturbines |