Adaptive Neuro-fuzzy Algorithm for Pitch Control of Variable-speed Wind Turbine

doi:10.1007/s12555-021-0675-y

CORC > 自动化研究所 > 中国科学院自动化研究所 > 复杂系统管理与控制国家重点实验室 > 先进控制与自动化团队

	Adaptive Neuro-fuzzy Algorithm for Pitch Control of Variable-speed Wind Turbine
	Asghar, Aamer Bilal 2; Naveed, Khazina 3; Xiong, Gang 4,5; Wang, Yong 1
刊名	INTERNATIONAL JOURNAL OF CONTROL AUTOMATION AND SYSTEMS
	2022-09-29
页码	11
关键词	ANFIS fuzzy logic control MLPFFNN pitch control wind turbine (WT)
ISSN号	1598-6446
DOI	10.1007/s12555-021-0675-y
通讯作者	Wang, Yong(wangyong@ucas.ac.cn)
英文摘要	With increasing size of wind turbines (WTs), the power regulation and fatigue loads on WT structures emerge as major problems to wind power industry. Pitch angle is scheduled above the rated wind speed to keep the power captured by variable-speed wind turbine (VSWT) around its rated value and release the fatigue load on WT structure. In this paper, a hybrid intelligent learning based adaptive neuro-fuzzy algorithm is proposed to schedule the pitch angle of 2 Megawatt (MW) VSWT. The artificial neural network (ANN) trains the parameters of fuzzy membership functions (MFs) using least squares estimator method in forward pass and back propagation gradient descent method in backward pass. The simulation is done in MATLAB and results are compared with multilayer perceptron feed-forward neural network (MLPFFNN) and fuzzy logic-based pitch controllers. The results indicate the effectiveness of proposed neuro-fuzzy algorithm which outperforms the other two methods.
资助项目	National Natural Science Foundation of China[61872365] ; National Natural Science Foundation of China[61773381] ; National Natural Science Foundation of China[U1909218] ; National Natural Science Foundation of China[U1909204] ; National Natural Science Foundation of China[U19B2029] ; Chinese Guangdong's ST project[2019B1515120030] ; Chinese Guangdong's ST project[2020B0909050001]
WOS关键词	PHOTOVOLTAIC SYSTEM ; LOGIC
WOS研究方向	Automation & Control Systems
语种	英语
出版者	INST CONTROL ROBOTICS & SYSTEMS, KOREAN INST ELECTRICAL ENGINEERS
WOS记录号	WOS:000863164800008
资助机构	National Natural Science Foundation of China ; Chinese Guangdong's ST project
内容类型	期刊论文
源URL	[http://ir.ia.ac.cn/handle/173211/50394]
专题	自动化研究所_复杂系统管理与控制国家重点实验室_先进控制与自动化团队
通讯作者	Wang, Yong
作者单位	1.Univ Chinese Acad Sci, Sch Artificial Intelligence, Beijing 100049, Peoples R China 2.COMSATS Univ Islamabad, Dept Elect & Comp Engn, Lahore Campus, Islamabad, Pakistan 3.COMSATS Univ Islamabad, Dept Comp Sci, Lahore Campus, Islamabad, Pakistan 4.Chinese Acad Sci, Inst Automat, State Key Lab Management & Control Complex Syst, Beijing 100190, Peoples R China 5.Chinese Acad Sci, Cloud Comp Ctr, Beijing, Peoples R China
推荐引用方式 GB/T 7714	Asghar, Aamer Bilal,Naveed, Khazina,Xiong, Gang,et al. Adaptive Neuro-fuzzy Algorithm for Pitch Control of Variable-speed Wind Turbine[J]. INTERNATIONAL JOURNAL OF CONTROL AUTOMATION AND SYSTEMS,2022:11.
APA	Asghar, Aamer Bilal,Naveed, Khazina,Xiong, Gang,&Wang, Yong.(2022).Adaptive Neuro-fuzzy Algorithm for Pitch Control of Variable-speed Wind Turbine.INTERNATIONAL JOURNAL OF CONTROL AUTOMATION AND SYSTEMS,11.
MLA	Asghar, Aamer Bilal,et al."Adaptive Neuro-fuzzy Algorithm for Pitch Control of Variable-speed Wind Turbine".INTERNATIONAL JOURNAL OF CONTROL AUTOMATION AND SYSTEMS (2022):11.