Stator Winding Turn Faults Diagnosis for Induction Motor by Immune Memory Dynamic Clonal Strategy Algorithm
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吴洪兵
[1
,2
]
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楼佩煌
[1
]
唐敦兵
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College of Mechanical and Electrical Engineering,Nanjing University of Aeronautics and AstronauticsCollege of Mechanical and Electrical Engineering,Nanjing University of Aeronautics and Astronautics
唐敦兵
[1
]
机构:
[1] College of Mechanical and Electrical Engineering,Nanjing University of Aeronautics and Astronautics
[2] Departments of Electric Engineering,Huaian College of Information Technology
Quick detection of a small initial fault is important for an induction motor to prevent a consequent large fault.The mathematical model with basic motor equations among voltages,currents,and fluxes is analyzed and the motor model equations are described.The fault related features are extracted.An immune memory dynamic clonal strategy(IMDCS)system is applied to detecting the stator faults of induction motor.Four features are obtained from the induction motor,and then these features are given to the IMDCS system.After the motor condition has been learned by the IMDCS system,the memory set obtained in the training stage can be used to detect any fault.The proposed method is experimentally implemented on the induction motor,and the experimental results show the applicability and effectiveness of the proposed method to the diagnosis of stator winding turn faults in induction motors.
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Department of Electrical Engineering, Tsinghua University, BeijingDepartment of Electrical Engineering, Tsinghua University, Beijing
Dang, Yuemao
Zhang, Ruicheng
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College of Electrical Engineering, Zhejiang University, HangzhouDepartment of Electrical Engineering, Tsinghua University, Beijing
Zhang, Ruicheng
Wu, Lijian
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College of Electrical Engineering, Zhejiang University, HangzhouDepartment of Electrical Engineering, Tsinghua University, Beijing
Wu, Lijian
Xu, Mingge
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State Key Lab of Reliability and Intelligence of Electrical Equipment, Hebei University of Technology, TianjinDepartment of Electrical Engineering, Tsinghua University, Beijing
Xu, Mingge
Zhan, Haolan
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College of Electrical Engineering, Zhejiang University, HangzhouDepartment of Electrical Engineering, Tsinghua University, Beijing
Zhan, Haolan
Zhang, Pinjia
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Department of Electrical Engineering, Tsinghua University, BeijingDepartment of Electrical Engineering, Tsinghua University, Beijing