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《Transactions of China Electrotechnical Society》 2007-03
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Modeling and Simulating for Artificial Neural Network-Based Direct Torque Control for Induction Motor Drive

Wang Qunjing Chen Quan Jiang Weidong Hu Cungang (Hefei University of Technology Hefei 230009 China)  
As a prospective control scheme—direct torque control (DTC) has a control error caused by the time delays required for the lengthy computations. However, the neural network, with its parallel computation and robust capabilities, offers a promising means to minimize the error. This paper presents an artificial neural network-based (ANN) DTC scheme for an induction motor drive. The neural networks used in this paper are fixed-weight networks and supervised networks. According to the features of DTC, the local training strategy is adopted in this paper. Finally, computer simulations of the designed DTC system are presented and discussed. The experimental results indicate that ANN-based DTC may be a feasible alternative to realization of a high performance DTC system.
【CateGory Index】: TM343
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【References】
Chinese Journal Full-text Database 1 Hits
1 CAI Bin-jun,LIU Guo-rong(Hunan Institute of Engineering,Xiangtan 411101,China);Direct Torque Control System Based on Neural Network Restructuring Model[J];Small & Special Electrical Machines;2009-10
【Citations】
Chinese Journal Full-text Database 1 Hits
1 Qian Zhaoming Zhang Junming Lü Zhengyu Peng Fangzheng Wang Yousheng (Zhejiang University Hangzhou 310027 China);Challenge and Opportunity for Power Electronics and Electrical Drive in China[J];Transactions of China Electrotechnical Society;2004-08
【Co-citations】
Chinese Journal Full-text Database 8 Hits
1 Wu Weimin Qian Zhaoming Peng Fangzheng (1. Zhejiang University Hangzhou 310027 China 2. Michigan State University Michigan MI48824 USA);Control Mode and Parameter Design of Natural Soft-Switching Two-Level DC/AC Inverters[J];Transactions of China Electrotechnical Society;2006-07
2 Wang Chen Zhuang Jinwu Zhang Xiaofeng Yang Feng (Naval University of Engineering Wuhan 430033 China);Principle and Test of a Novel Fault Current Limiter Based on IGBT for DC Power System[J];Transactions of China Electrotechnical Society;2006-09
3 Liu Bo Zhang Yan Yang Na (Shanghai Jiaotong University Shanghai 200240 China);Improved Particle Swarm Optimization Method and Its Application in the Siting and Sizing of Distributed Generation Planning[J];Transactions of China Electrotechnical Society;2008-02
4 YU Hongxiang, SHEN Yaqiang, MA Shiping(Zhejiang Normal University, Jinhua 321004, China);A Novel Dynamic AC Voltage Regulator Based on Super-capacitor Storage[J];Automation of Electric Power Systems;2008-01
5 YANG Yu-gang1, YU Qing-guang2, LI Hong-zhu1, LIU Chun-xi1 (1. Department of Electrical Engineering, Liaoning Technology University, Fuxin 123000, Liaoning Province, China; 2. Department of Electrical Engineering, Tsinghua University, Haidian District, Beijing 100084, China);Research on Planar Integrated Magnetics Whose DC-bias Can be Eliminated in 4 Phase Interleaving VRM[J];Proceedings of the CSEE;2006-24
6 ZHANG Guo-rong, ZHANG Tie-Hang, DING Ming, SU Jian-hui, WANG Hai-ning, LV Shi-xiang, CHEN Ji-liang, XU Hua-li (Research Center for Photovoltaic System Engineering Ministry of Education, Hefei University of Technology, Hefei 230009, Anhui Province, China; China United Engineering Corporation, Hangzhou 310022, Zhejiang Province, China);Simulation Research on Unified Power Quality Conditioner With PV Grid Connected Generation[J];Proceedings of the CSEE;2007-14
7 FANG Tian-zhi,RUAN Xin-bo,ZHA Chun-lei,ZHUANG Kai(College of Automation Engineering,Nanjing University of Aeronautics and Astronautics,Nanjing 210016,Jiangsu Province,China);Control Strategy of Input-series Output-series Inverters System[J];Proceedings of the CSEE;2009-27
8 Liu Jianbin1,2,Yi Lingzhi1,Wang Gengping2,Yan Zhigang1,Li Ming1 (1. College of Information Engineering,Xiangtan University,Xiangtan Hunan 411105,China; 2. Shenzhen polytechnic,Shenzhen Guangdong 518055,China);Application of Super-Capacitors in Photovoltaic Power System[J];Journal of Hunan University of Technology;2009-05
【Co-references】
Chinese Journal Full-text Database 10 Hits
1 HUANG Jin,XIA Bin,LIU Yu-hong(College of Computer Science and Engineering,Gui Zhou University,Guiyang 550025,China);The Application of Genetic Algorithm(GA)-based Fuzzy-neural Network in the Design of AC Servo Systems[J];Journal of Chongqing Institute of Technology;2006-02
2 Liu Guojin Lu Jianguo Su Xiuping Zhao Jingying (Hebei University of Technology Tianjin 300130 China);Optimization of the Electromagnetic System of Contactor by Neural Network[J];Transactions of China Electrotechnical Society;2007-01
3 BAI Jian-yun(Engineering College of Shanxi University,Taiyuan 030013,China);The Development from Distributed Control System to Fieldbus Control System[J];Journal of Electric Power;2006-01
4 WU Jie-kang1,CHEN Ming-hua1,CHEN Guo-tong2(1.School of Electrical Engineering,Guangxi University,Nanning 530004,China;2.Guangxi Wuzhou Electric Power Company,Wuzhou 543002,China);Fuzzy Neural Network Model Based on Particle Swarm Optimization for Short-term Load Forecasting[J];Proceedings of the Chinese Society of Universities for Electric Power System and Automation;2007-01
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8 MEI Juan(College of Compute Science & Technology Engineering,Guizhou University,Guiyang,Guizhou,550003,China);The embedded system designing[J];Journal of Guizhou University of Technology(Natural Science Edition);2007-01
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