Fault Diagnosis of PMSG Stator Inter-Turn Fault Using Extended Kalman Filter and Unscented Kalman Filter

被引:43
作者
El Sayed, Waseem [1 ,2 ]
Abd El Geliel, Mostafa [1 ]
Lotfy, Ahmed [1 ]
机构
[1] Arab Acad Sci & Technol & Maritime Transport, Elect & Control Dept, Coll Engn & Technol, Abou Keer Campus,POB 1029, Alexandria 21500, Egypt
[2] Univ Zielona Gora, Inst Automat Elect & Elect Engn, PL-65417 Zielona Gora, Poland
关键词
extended Kalman filter (EKF); permanent magnet synchronous generator (PMSG); fault diagnosis (FD); stator inter-turn short circuit; DECOMPOSITION; WAVELET; ECCENTRICITY;
D O I
10.3390/en13112972
中图分类号
TE [石油、天然气工业]; TK [能源与动力工程];
学科分类号
0807 ; 0820 ;
摘要
Since the permeant magnet synchronous generator (PMSG) has many applications in particular safety-critical applications, enhancing PMSG availability has become essential. An effective tool for enhancing PMSG availability and reliability is continuous monitoring and diagnosis of the machine. Therefore, designing a robust fault diagnosis (FD) and fault tolerant system (FTS) of PMSG is essential for such applications. This paper describes an FD method that monitors online stator winding partial inter-turn faults in PMSGs. The fault appears in the direct and quadrature (dq)-frame equations of the machine. The extended Kalman filter (EKF) and unscented Kalman filter (UKF) were used to detect the percentage and the place of the fault. The proposed techniques have been simulated for different fault scenarios using Matlab((R))/Simulink((R)). The results of the EKF estimation responses simulation were validated with the practical implementation results of tests that were performed with a prototype PMSG used in the Arab Academy For Science and Technology (AAST) machine lab. The results showed impressive responses with different operating conditions when exposed to different fault states to prevent the development of complete failure.
引用
收藏
页数:24
相关论文
共 47 条
[41]   Model Predictive Control of PMSG-Based Wind Turbines for Frequency Regulation in an Isolated Grid [J].
Wang, Haixin ;
Yang, Junyou ;
Chen, Zhe ;
Ge, Weichun ;
Ma, Yiming ;
Xing, Zuoxia ;
Yang, Lijian .
IEEE TRANSACTIONS ON INDUSTRY APPLICATIONS, 2018, 54 (04) :3077-3089
[42]  
Wang Z, 2014, BIOMED RES INT, V2014, P1
[43]  
Witczak P, 2016, CONF CONTR FAULT-TOL, P15, DOI 10.1109/SYSTOL.2016.7739722
[44]  
Witczak P, 2014, 2014 19TH INTERNATIONAL CONFERENCE ON METHODS AND MODELS IN AUTOMATION AND ROBOTICS (MMAR), P462, DOI 10.1109/MMAR.2014.6957398
[45]   Unscented and extended Kalman filters study for sensorless control of PM synchronous motors with load torque estimation [J].
Zawirski, Krzysztof ;
Janiszewski, Dariusz ;
Muszynski, Roman .
BULLETIN OF THE POLISH ACADEMY OF SCIENCES-TECHNICAL SCIENCES, 2013, 61 (04) :793-801
[46]   A Novel Improved ELM Algorithm for a Real Industrial Application [J].
Zhang, Hai-Gang ;
Zhang, Sen ;
Yin, Yi-Xin .
MATHEMATICAL PROBLEMS IN ENGINEERING, 2014, 2014
[47]   Divergent Cascade Construction of Skeletally Diverse "Privileged" Pyrazole-Derived Molecular Architectures [J].
Zhang, Yongqiang ;
Wu, Shanchao ;
Wang, Shengzheng ;
Fang, Kun ;
Dong, Guoqiang ;
Liu, Na ;
Miao, Zhenyuan ;
Yao, Jianzhong ;
Li, Jian ;
Zhang, Wannian ;
Sheng, Chunquan ;
Wang, Wei .
EUROPEAN JOURNAL OF ORGANIC CHEMISTRY, 2015, 2015 (09) :2030-2037