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    Implementation of an Adaptive Robust Neural Network Based Motion Controller for Position Tracking of AC Servo Drives

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    https://www.riss.kr/link?id=A103983726

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    다국어 초록 (Multilingual Abstract) kakao i 다국어 번역

    The neural network with radial basis function is introduced for position tracking control of AC servo drive with the existence of system uncertainties. An adaptive robust term is applied to overcome the external disturbances. The proposed controller is implemented on a high performance digital signal processing DSP TMS320C6713-300. The stability and the convergence of the system are proved by Lyapunov theory. The validity and robustness of the controller are verified through simulation and experimental results
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    The neural network with radial basis function is introduced for position tracking control of AC servo drive with the existence of system uncertainties. An adaptive robust term is applied to overcome the external disturbances. The proposed controller i...

    The neural network with radial basis function is introduced for position tracking control of AC servo drive with the existence of system uncertainties. An adaptive robust term is applied to overcome the external disturbances. The proposed controller is implemented on a high performance digital signal processing DSP TMS320C6713-300. The stability and the convergence of the system are proved by Lyapunov theory. The validity and robustness of the controller are verified through simulation and experimental results

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    참고문헌 (Reference)

    1 M. Strefezza, "Variable-structure robust control by fuzzy logic and stability analysis for AC drive system" 177-182, 1993

    2 Kim, P.H, "Speed control of AC servo motor using neural networks" 691-694, 2001

    3 Y.X.Su, "Robust precision motion control for AC servo system" 3319-3323, 2002

    4 Kang, J.H, "Robust position control of AC servo motors" 621-626, 1995

    5 F. J. Lin, "Robust Fuzzy Neural Network Sliding-Mode Control for Two-Axis Motion Control System" 53 (53): 1209-1225, 2006

    6 Wanglei, X.Yunshi, "Neural network based parameters identification and adaptive speed control of AC drive system" 118-121, 1996

    7 K.Hornik, "Multilayer feedforward networks are universal approximator" 2 : 359-366, 1989

    8 M. W. Naouar, "FPGA-Based Current Controllers for AC Machine Drives-A Review" 54 (54): 1907-1925, 2007

    9 J.Chang, "Backstepping approach of adaptive control,gain selection and DSP implementation for AC servo system" 535-541, 2007

    10 Hoang Le-Huy, "An adaptive Fuzzy controller for permanent-magnet AC servo drives" 1 : 943-947, 1997

    1 M. Strefezza, "Variable-structure robust control by fuzzy logic and stability analysis for AC drive system" 177-182, 1993

    2 Kim, P.H, "Speed control of AC servo motor using neural networks" 691-694, 2001

    3 Y.X.Su, "Robust precision motion control for AC servo system" 3319-3323, 2002

    4 Kang, J.H, "Robust position control of AC servo motors" 621-626, 1995

    5 F. J. Lin, "Robust Fuzzy Neural Network Sliding-Mode Control for Two-Axis Motion Control System" 53 (53): 1209-1225, 2006

    6 Wanglei, X.Yunshi, "Neural network based parameters identification and adaptive speed control of AC drive system" 118-121, 1996

    7 K.Hornik, "Multilayer feedforward networks are universal approximator" 2 : 359-366, 1989

    8 M. W. Naouar, "FPGA-Based Current Controllers for AC Machine Drives-A Review" 54 (54): 1907-1925, 2007

    9 J.Chang, "Backstepping approach of adaptive control,gain selection and DSP implementation for AC servo system" 535-541, 2007

    10 Hoang Le-Huy, "An adaptive Fuzzy controller for permanent-magnet AC servo drives" 1 : 943-947, 1997

    11 Kim, Y.T, "Adaptive fuzzy backstepping control of AC servo system in the presence of nonlinear dynamic effect and mechanical uncertainties" 1-8, 2008

    12 Kim, H.W, "Accurate position control for AC servo motor using novel speed estimator" 627-632, 1995

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    학술지 이력

    학술지 이력
    연월일 이력구분 이력상세 등재구분
    2023 평가 해외DB학술지평가 신청대상 (해외등재 학술지 평가)
    2020-01-01 등재 등재학술지 유지 (해외등재 학술지 평가) KCI등재
    2013-01-01 등재 등재 1차 FAIL (등재유지) KCI등재
    2010-01-01 등재 등재학술지 유지 (등재유지) KCI등재
    2008-02-18 학회명변경 한글명 : 한국퍼지및지능시스템학회 -> 한국지능시스템학회
    영문명 : Korea Fuzzy Logic And Intelligent Systems Society -> Korean Institute of Intelligent Systems
    KCI등재
    2007-01-01 등재 등재학술지 선정 (등재후보2차) KCI등재
    2006-01-01 등재 등재후보 1차 PASS (등재후보1차) KCI등재후보
    2004-07-01 등재 등재후보학술지 선정 (신규평가) KCI등재후보
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    학술지 인용정보

    학술지 인용정보
    기준연도 WOS-KCI 통합IF(2년) KCIF(2년) KCIF(3년)
    2016 0.43 0.43 0.4
    KCIF(4년) KCIF(5년) 중심성지수(3년) 즉시성지수
    0.35 0.35 0.853 0.05
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