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基于ANN的一种新型SVPWM控制器设计 被引量:13

Design of Novel ANN-Based SVPWM Controller
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摘要 分析了空间矢量脉宽调制(SVPWM)的基本原理,在此基础上提出了一种基于复合人工神经网络(ANN)的SVPWM新算法,充分地利用ANN的快速并行处理能力、学习能力,缩短了计算时间,减低了由控制延时引起的谐波成分。最后在MATLAB/Simulink环境下结合ANN工具箱建立了仿真模型,在感应电机直接磁场定向的矢量控制系统中进行了仿真研究,仿真结果证明了基于复合网络的SVPWM新算法的可行性。 The basic principle of space vector pulse-width-modulation (SVPWM) was analyzed, and a novel algorithm of SVPWM based on the multiple artificial-neural-network (ANN) was proposed. The calculation time is shortened, and the harmonic due to control delay is reduced because of the fast parallel computation and learning capability of ANN. A computer simulation model for direct vector control system of induction motor was developed using MATLAB/Simulink together with the Neural Network Toolbox. The simulation results demonstrate the feasibility of Multiple-ANN-SVPWM.
出处 《系统仿真学报》 EI CAS CSCD 北大核心 2006年第2期420-423,共4页 Journal of System Simulation
基金 教育部科学技术研究项目(03085)
关键词 空间矢量脉宽调制 人工神经网络 矢量控制 感应电机 SVPWM ANN vector control induction motor
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参考文献5

  • 1Bai Hua,Zhao Zhengming,Meng Shuo,Liu hanzheng,Sun Xiaoying.Comparison of Three PWM Strategies-SPWM,SVPWM and One-cycle control [C]//The Fifth International Conference on PEDS,2003:1313-1316.
  • 2J.O.P.Pinto,B.K.Bose,L.E.B.da Silva,et al.A neural- networkbased space-vector PWM controller for voltage-fed inverter induction motor drive [J].IEEE Trans.On Ind (S7803-5589).Applicat.,2000,36(6):1628-1636.
  • 3S.Mondal,J.O.P.Pinto,B.K.Bose.A Neural-Network-Based Space-Vector PWM Controller for a Three-Level Voltage-Fed Inverter Induction Motor Drive [J].IEEE Trans (S7803-7116).On Ind.Applicat.,2002,38(3):660-669.
  • 4Cong wang B.K.Bose,V.O.S.Mondal,J.O.P.Pinto.Neuralnetwork-based space-vector PWM of a three-level inverter covering overmodulation region and performance evaluation on induction motor drive [J].IEEE Trans.On Ind.(S7803-7906) Applicat.,2003:1-6.
  • 5Peter Vas.Artificial-Intelligence-Based Electrical Machines and Drives [M].Oxford University Press,1998:415-420.

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