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

文献类型：期刊论文

作者Asghar, Aamer Bilal3; Naveed, Khazina4; Xiong, Gang1,2; Wang, Yong5
刊名INTERNATIONAL JOURNAL OF CONTROL AUTOMATION AND SYSTEMS
出版日期2022-09-29
页码11
关键词ANFIS fuzzy logic control MLPFFNN pitch control wind turbine (WT)
ISSN号1598-6446
DOI10.1007/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.
WOS关键词PHOTOVOLTAIC SYSTEM ; LOGIC
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研究方向Automation & Control Systems
语种英语
WOS记录号WOS:000863164800008
出版者INST CONTROL ROBOTICS & SYSTEMS, KOREAN INST ELECTRICAL ENGINEERS
资助机构National Natural Science Foundation of China ; Chinese Guangdong's ST project
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.Chinese Acad Sci, Inst Automat, State Key Lab Management & Control Complex Syst, Beijing 100190, Peoples R China
2.Chinese Acad Sci, Cloud Comp Ctr, Beijing, Peoples R China
3.COMSATS Univ Islamabad, Dept Elect & Comp Engn, Lahore Campus, Islamabad, Pakistan
4.COMSATS Univ Islamabad, Dept Comp Sci, Lahore Campus, Islamabad, Pakistan
5.Univ Chinese Acad Sci, Sch Artificial Intelligence, Beijing 100049, 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.

入库方式： OAI收割

来源：自动化研究所

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