Sensorless PMSM drives using Extended Kalman Filter (EKF)

被引:0
|
作者
Termizi, Mohamad Syakir [1 ]
Lazi, Jurifa Mat [1 ]
Ibrahim, Zulkifilie [1 ]
Talib, Md Hairul Nizam [1 ]
Aziz, M. J. A. [2 ]
Ayob, S. M. [2 ]
机构
[1] Univ Tekn Malaysia Melaka UTeM, Fac Elect Engn, Dept Power Elect & Drives, Durian Tunggal 76100, Melaka, Malaysia
[2] UTM, Fac Elect Engn, Skudai, Johor, Malaysia
关键词
Permanent Magnet Synchronous Motor (PMSM); Extended Kalman Filter (EKF); Space Vector Pulse Width Modulation (SVPWM); Sensorless Drives;
D O I
暂无
中图分类号
TE [石油、天然气工业]; TK [能源与动力工程];
学科分类号
0807 ; 0820 ;
摘要
This project presents a sensorless control method for Permanent Magnet Synchronous Motor (PMSM) drives using Extended Kalman Filter (EKF). The study, design, analysis and modeling have been made in order to obtain an estimator of speed and rotor position. The PMSM drives is mostly used in a lots of automation control field due to its benefit like high density and performance motion control for high speed application and better accuracy. However, the conventional motor drives control requires the mechanical sensor or speed sensor to measure the rotor speed and feed it back to the controller in order to achieve the required speed control. The current issue is the mechanical sensor such as tachometer and encoder that used to measure the quantities speed and rotor position are usually too expensive, decrease the stability of the system and raise the budget. Thus, the sensorless control technique using EKF has been more emphasized now in the research field. The main objective of this project is to model and simulate based on Extended Kalman Filter (EKF) sensorless control for PMSM drives and to analyze the performance of sensorless operation related to the Extended Kalman Filter (EKF) of the PMSM drives in term of speed of the motor, rotor position, current and motor's torque. The simulation is carried out using MATLAB/Simulink to measure the overall motor drives performance. The simulation results show that sensorless PMSM drives using EKF have great efficiency, better accuracy and reliable operation system.
引用
收藏
页码:145 / 150
页数:6
相关论文
共 50 条
  • [31] Advantages of Square-Root Extended Kalman Filter for Sensorless Control of AC Drives
    Smidl, Vaclav
    Peroutka, Zdenek
    IEEE TRANSACTIONS ON INDUSTRIAL ELECTRONICS, 2012, 59 (11) : 4189 - 4196
  • [32] Sensorless Control of PMSM using Fractional Order SMC and Extended Kalman Observer
    Nicola, Marcel
    Nicola, Claudiu-Ionel
    2021 18TH INTERNATIONAL MULTI-CONFERENCE ON SYSTEMS, SIGNALS & DEVICES (SSD), 2021, : 526 - 532
  • [33] Digital Hardware Implementation of a Sensorless Speed Controller for PMSM Drives Using HF Signal Injection and EKF
    Hoang Than
    Kung, Ying-Shieh
    Huang, Liang-Chiao
    PROCEEDINGS OF THE IEEE INTERNATIONAL CONFERENCE ON ADVANCED MATERIALS FOR SCIENCE AND ENGINEERING (IEEE-ICAMSE 2016), 2016, : 192 - 195
  • [34] Implementation and Experimental Validation of Ultrahigh-Speed PMSM Sensorless Control by Means of Extended Kalman Filter
    Niedermayr, Philipp
    Alberti, Luigi
    Bolognani, Silverio
    Abl, Reiner
    IEEE JOURNAL OF EMERGING AND SELECTED TOPICS IN POWER ELECTRONICS, 2022, 10 (03) : 3337 - 3344
  • [35] The comparison of Sensorless Estimation Techniques for PMSM between Extended Kalman Filter and Flux-linkage Observer
    Huang, MC
    Moses, AJ
    Anayi, F
    APEC 2006: TWENTY-FIRST ANNUAL IEEE APPLIED POWER ELECTRONICS CONFERENCE AND EXPOSITION, VOLS 1-3, 2006, : 654 - 659
  • [36] Acoustic Emission (AE) source localization using Extended Kalman Filter (EKF)
    Niri, Ehsan Dehghan
    Salamone, Salvatore
    Singla, Puneet
    HEALTH MONITORING OF STRUCTURAL AND BIOLOGICAL SYSTEMS 2012, 2012, 8348
  • [37] A New State Estimator of PMSM Using Adaptive Extended Kalman Filter
    Ding, Xinzhong
    Zhang, Chengrui
    Yu, Lehua
    Li, Huxiu
    FRONTIERS OF ADVANCED MATERIALS AND ENGINEERING TECHNOLOGY, PTS 1-3, 2012, 430-432 : 772 - +
  • [38] Detection of broken bars in induction motor using the Extended Kalman Filter (EKF)
    Rayyam, Marouane
    Zazi, Malika
    Hajji, Youssef
    PROCEEDINGS OF 2015 THIRD IEEE WORLD CONFERENCE ON COMPLEX SYSTEMS (WCCS), 2015,
  • [39] Sliding Mode Control for Sensorless Speed Tracking of PMSM with Whale Optimization Algorithm and Extended Kalman Filter
    Choi, Ahyeong
    Ahn, Hyeongki
    Chung, Yoonuh
    You, Kwanho
    MACHINES, 2023, 11 (09)
  • [40] Speed Sensorless Control of Induction Motors Using the Extended Kalman Filter
    Chen Cui
    Sun Qu
    Wang Xuguang
    PROCEEDINGS OF THE 27TH CHINESE CONTROL CONFERENCE, VOL 4, 2008, : 709 - 713