Fault-Tolerant Control of Three-Motor Drive Based on Neural Network Right Inversion

被引:0
作者
Chen, Jie [1 ]
Liu, Guohai [1 ]
Zhao, Wenxiang [1 ]
Chen, Qian [1 ]
Zhou, Huawei [1 ]
Zhang, Duo [1 ]
机构
[1] Jiangsu Univ, Sch Elect & Informat Engn, Zhenjiang 212013, Peoples R China
来源
2016 19TH INTERNATIONAL CONFERENCE ON ELECTRICAL MACHINES AND SYSTEMS (ICEMS 2016) | 2016年
基金
美国国家科学基金会;
关键词
Decoupling control; fault-tolerant control; neural network; three-motor drive; PERMANENT-MAGNET MOTOR; DIAGNOSIS; SYSTEM;
D O I
暂无
中图分类号
TM [电工技术]; TN [电子技术、通信技术];
学科分类号
0808 ; 0809 ;
摘要
Fault-tolerant operation of multi-drive is an important aspect of system reliability in specific fields such as electric vehicles and rail transits. This paper proposes a new fault-tolerant control strategy for three-motor drive based on neural network right inversion (NNRI). The key of this strategy is to use NNRI to approximate the right-inverse system of three-motor drive under both healthy and faulty condition. A pseudo-linear system is completed by constructing the NNRI system and combing it with three-motor drive. The capability of fault tolerance can be enhanced. Meanwhile, the proposed strategy can solve the coupling problem effectively between speed and tension. Simulation results are given for verification.
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页数:4
相关论文
共 13 条
[1]   Nonlinear sliding-mode control of a multi-motor web-winding system without tension sensor [J].
Abjadi, N. R. ;
Soltani, J. ;
Askari, J. ;
Markadeh, G. R. Arab .
IET CONTROL THEORY AND APPLICATIONS, 2009, 3 (04) :419-427
[2]   Using Only the DC Current Information to Detect Stator Turn Faults in Automotive Claw-Pole Generators [J].
Cheng, Siwei ;
Habetler, Thomas G. .
IEEE TRANSACTIONS ON INDUSTRIAL ELECTRONICS, 2013, 60 (08) :3462-3471
[3]   Advanced High-Power-Density Interior Permanent Magnet Motor for Traction Applications [J].
EL-Refaie, Ayman M. ;
Alexander, James P. ;
Galioto, Steven ;
Reddy, Patel B. ;
Huh, Kum-Kang ;
de Bock, Peter ;
Shen, Xiochun .
IEEE TRANSACTIONS ON INDUSTRY APPLICATIONS, 2014, 50 (05) :3235-3248
[4]   A Fault-Tolerant Two-Motor Drive With FCS-MP-Based Flux and Torque Control [J].
Lim, Chee-Shen ;
Levi, Emil ;
Jones, Martin ;
Abd Rahim, Nasrudin ;
Hew, Wooi-Ping .
IEEE TRANSACTIONS ON INDUSTRIAL ELECTRONICS, 2014, 61 (12) :6603-6614
[5]   A Comparative Study of Synchronous Current Control Schemes Based on FCS-MPC and PI-PWM for a Two-Motor Three-Phase Drive [J].
Lim, Chee-Shen ;
Levi, Emil ;
Jones, Martin ;
Abd Rahim, Nasrudin ;
Hew, Wooi-Ping .
IEEE TRANSACTIONS ON INDUSTRIAL ELECTRONICS, 2014, 61 (08) :3867-3878
[6]   Design and Analysis of a New Fault-Tolerant Permanent-Magnet Vernier Machine for Electric Vehicles [J].
Liu, Guohai ;
Yang, Junqin ;
Zhao, Wenxiang ;
Ji, Jinghua ;
Chen, Qian ;
Gong, Wensheng .
IEEE TRANSACTIONS ON MAGNETICS, 2012, 48 (11) :4176-4179
[7]  
Mi YJ, 2013, INT C ELECTR MACH SY, P2282, DOI 10.1109/ICEMS.2013.6713237
[8]   Fault-Tolerant AC Multidrive System [J].
Pulvirenti, Mario ;
Scarcella, Giuseppe ;
Scelba, Giacomo ;
Cacciato, Mario ;
Testa, Antonio .
IEEE JOURNAL OF EMERGING AND SELECTED TOPICS IN POWER ELECTRONICS, 2014, 2 (02) :224-235
[9]  
Qu L, 2014, IEEE IJCNN, P3837, DOI 10.1109/IJCNN.2014.6889577
[10]  
Quan L., 2015, IEEE T MAGN, V51, P1