Design of Load Torque and Mechanical Speed Estimator of PMSM with Unscented Kalman Filter - An Engineering Guide

被引：18

作者：

Kyslan, Karol ^{[1
]}

Slapak, Viktor ^{[1
]}

Fedak, Viliam ^{[1
]}

Durovsky, Frantisek ^{[1
]}

Horvath, Krisztian ^{[2
]}

机构：

[1] Tech Univ Kosice, Dept Elect Engn & Mechatron, Kosice, Slovakia

[2] Szechenyi Istvan Univ, Res Ctr Vehicle Ind, Gyor, Hungary

来源：

2017 19TH INTERNATIONAL CONFERENCE ON ELECTRICAL DRIVES AND POWER ELECTRONICS (EDPE) | 2017年

关键词：

unscented Kalman filter; PMSM; load torque; estimator; sensorless control; field oriented control;

D O I：

10.1109/EDPE.2017.8123249

中图分类号：

TM [电工技术]; TN [电子技术、通信技术];

学科分类号：

0808 ; 0809 ;

摘要：

This paper presents the design of Unscented Kalman Filter (UKF) for estimation of state space variables of permanent magnet synchronous machine (PMSM). The UKF is shown together with the field oriented speed control. At first, the position and the speed of PMSM are measured, and UKF is used only for a load torque estimation. It is indicated how differences in sampling time of the speed and the current loop affects overall estimation performance. Subsequently, speed sensorless performance of the UKF with the same parameters is shown for comparison. Designed filter is verified only by Matlab simulation.

引用

页码：297 / 302

页数：6

共 16 条

[1] Akrad A, 2010, IEEE IND ELEC
[2] [Anonymous], IECON 2010 36 ANN C
[3] Beineke S., 1999, 1999 IEEE/ASME International Conference on Advanced Intelligent Mechatronics (Cat. No.99TH8399), P209, DOI 10.1109/AIM.1999.803168
[4] Extended Kalman filter tuning in sensorless PMSM drives
Bolognani, S
Tubiana, L
Zigliotto, M
[J]. IEEE TRANSACTIONS ON INDUSTRY APPLICATIONS, 2003, 39 (06) : 1741 - 1747
[5] Horváth K, 2016, IEEE INT POWER ELEC, P133, DOI 10.1109/EPEPEMC.2016.7751987
[6] State Estimation of Induction Motor Drives Using the Unscented Kalman Filter
Jafarzadeh, Saeed
Lascu, Cristian
Fadali, M. Sami
[J]. IEEE TRANSACTIONS ON INDUSTRIAL ELECTRONICS, 2012, 59 (11) : 4207 - 4216
[7] Electric Drive and Energy Storage System for Industry Modular Mobile Container Platform, Feasibility Study
Jandura, Pavel
Cernohorsky, Josef
Richter, Ales
[J]. IFAC PAPERSONLINE, 2016, 49 (25): : 448 - 453
[8] Extended kalman filter based speed sensorless PMSM control with load reconstruction
Janiszewski, Dariusz
[J]. IECON 2006 - 32ND ANNUAL CONFERENCE ON IEEE INDUSTRIAL ELECTRONICS, VOLS 1-11, 2006, : 4186 - 4189
[9] Kujundzic G, 2015, 2015 INTERNATIONAL CONFERENCE ON ELECTRICAL DRIVES AND POWER ELECTRONICS (EDPE), P204, DOI 10.1109/EDPE.2015.7325295
[10] Lesic V., 2012, 2012 International Symposium on Power Electronics, Electrical Drives, Automation and Motion (SPEEDAM 2012), P409, DOI 10.1109/SPEEDAM.2012.6264421

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