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    题名: Sensorless IPMSM drive system using saliency back-EMF-Based intelligent torque observer with MTPA control
    作者: 林法正;Lin, Faa-Jeng;Hung, Ying-Chih;Chen, Jia-Ming;Yeh, Chao-Ming
    贡献者: 資訊電機學院電機工程學系
    关键词: Control systems;Digital signal processors;Flux;Interior permanent magnet synchronous motor (IPMSM);Mathematical model;Mathematical models;maximum torque per ampere (MTPA);Motors;Networks;Neural networks;Observers;Phase locked loops;Proportional integral derivative;Rotors;saliency back-EMF;sensorless control;Stators;Synchronous motors;Torque;wavelet fuzzy neural network (WFNN)
    日期: 2014-01-01
    上传时间: 2026-04-23 14:38:25 (UTC+8)
    出版者: IEEE Computer Society;Piscataway: IEEE
    摘要: 摘要: A saliency back-electromotive force (EMF)-based wavelet fuzzy neural network (WFNN) torque observer using a new maximum torque per ampere (MTPA) control is proposed in this study to improve the speed estimating performance of a sensorless interior permanent magnet synchronous motor (IPMSM) drive system. First, the characteristics and mathematical model of the saliency back-EMF-based proportional-integral-derivative (PID) torque observer with the mechanical model-based phase-lock-loop (PLL) for the estimation of the rotor flux angle and speed of the IPMSM are discussed. Then, a new saliency back-EMF-based MTPA control suitable for the implementation using digital signal processor (DSP) is introduced. Moreover, the saliency back-EMF-based rotor flux angle and speed estimation method using WFNN torque observer is proposed. Furthermore, detailed network structure and online learning algorithms of WFNN are described. Finally, the feasibility of the proposed control schemes is verified through experimental results.
    其他題名: TII
    出版者: Piscataway: IEEE
    出版日期: 2014-05-01
    出處: IEEE transactions on industrial informatics, 2014-05, Vol.10 (2), p.1226-1241
    資源來源: IEEE Electronic Library (IEL)
    版權: Copyright The Institute of Electrical and Electronics Engineers, Inc. (IEEE) May 2014
    識別號: ISSN: 1551-3203
    識別號: EISSN: 1941-0050
    識別號: DOI: 10.1109/TII.2014.2305591
    識別號: CODEN: ITIICH
    显示于类别:[電機工程學系] 期刊論文

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