共 13 条
Torque Ripple Suppression of PMSM Speed Regulation System Using Neural Network
被引:3
作者:

Zhao, Chenhao
论文数: 0 引用数: 0
h-index: 0
机构:
Nanyang Technol Univ, Singapore, Singapore Nanyang Technol Univ, Singapore, Singapore

Zuo, Yuefei
论文数: 0 引用数: 0
h-index: 0
机构:
Nanyang Technol Univ, Singapore, Singapore Nanyang Technol Univ, Singapore, Singapore

Wang, Huanzhi
论文数: 0 引用数: 0
h-index: 0
机构:
Nanyang Technol Univ, Singapore, Singapore Nanyang Technol Univ, Singapore, Singapore

Hou, Qiankang
论文数: 0 引用数: 0
h-index: 0
机构:
Jiangsu Univ, Zhenjiang, Jiangsu, Peoples R China Nanyang Technol Univ, Singapore, Singapore

Zhu, Shengdao
论文数: 0 引用数: 0
h-index: 0
机构:
Nanyang Technol Univ, Singapore, Singapore Nanyang Technol Univ, Singapore, Singapore

Lee, Christopher H. T.
论文数: 0 引用数: 0
h-index: 0
机构:
Nanyang Technol Univ, Singapore, Singapore Nanyang Technol Univ, Singapore, Singapore
机构:
[1] Nanyang Technol Univ, Singapore, Singapore
[2] Jiangsu Univ, Zhenjiang, Jiangsu, Peoples R China
来源:
2022 IEEE 7TH SOUTHERN POWER ELECTRONICS CONFERENCE, SPEC
|
2022年
关键词:
Torque ripple;
ADRC;
Neural Network;
D O I:
10.1109/SPEC55080.2022.10058287
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:
In this paper, a neural network (NN) based torque compensator is combined with a third order extended state observer (ESO) in active disturbance rejection control (ADRC) system to suppress the torque ripple for PMSM low speed drives. The ESO can observe and reject low frequency disturbance, while the torque harmonics caused by cogging torque and inverter nonlinearity, etc. contain certain high frequency component. Therefore, a two layers NN compensator is proposed to further suppress the torque harmonics. After training, the NN can output a feedforward torque compensation to further reduce the torque ripple. Experiment results validate the effectiveness of the proposed method.
引用
收藏
页数:6
相关论文
共 13 条
[1]
Reduction of Torque and Flux Ripples in Space Vector Modulation-Based Direct Torque Control of Asymmetric Permanent Magnet Synchronous Machine
[J].
Abosh, Atheer H.
;
Zhu, Z. Q.
;
Ren, Yuan
.
IEEE TRANSACTIONS ON POWER ELECTRONICS,
2017, 32 (04)
:2976-2986

Abosh, Atheer H.
论文数: 0 引用数: 0
h-index: 0
机构:
Univ Sheffield, Dept Elect & Elect Engn, Sheffield S1 3JD, S Yorkshire, England Univ Sheffield, Dept Elect & Elect Engn, Sheffield S1 3JD, S Yorkshire, England

Zhu, Z. Q.
论文数: 0 引用数: 0
h-index: 0
机构:
Univ Sheffield, Dept Elect & Elect Engn, Sheffield S1 3JD, S Yorkshire, England Univ Sheffield, Dept Elect & Elect Engn, Sheffield S1 3JD, S Yorkshire, England

Ren, Yuan
论文数: 0 引用数: 0
h-index: 0
机构:
Univ Sheffield, Dept Elect & Elect Engn, Sheffield S1 3JD, S Yorkshire, England Univ Sheffield, Dept Elect & Elect Engn, Sheffield S1 3JD, S Yorkshire, England
[2]
Multiple Reference Frame Based Torque Ripple Minimization for PMSM Drive Under Both Steady-State and Transient Conditions
[J].
Feng, Guodong
;
Lai, Chunyan
;
Tian, Jiangbo
;
Kar, Narayan C.
.
IEEE TRANSACTIONS ON POWER ELECTRONICS,
2019, 34 (07)
:6685-6696

Feng, Guodong
论文数: 0 引用数: 0
h-index: 0
机构:
Univ Windsor, Dept Elect & Comp Engn, Windsor, ON N9B 3P4, Canada Univ Windsor, Dept Elect & Comp Engn, Windsor, ON N9B 3P4, Canada

Lai, Chunyan
论文数: 0 引用数: 0
h-index: 0
机构:
Univ Windsor, Dept Elect & Comp Engn, Windsor, ON N9B 3P4, Canada
Concordia Univ, Dept Elect & Comp Engn, Montreal, PQ H4B 1R6, Canada Univ Windsor, Dept Elect & Comp Engn, Windsor, ON N9B 3P4, Canada

Tian, Jiangbo
论文数: 0 引用数: 0
h-index: 0
机构:
Univ Windsor, Dept Elect & Comp Engn, Windsor, ON N9B 3P4, Canada Univ Windsor, Dept Elect & Comp Engn, Windsor, ON N9B 3P4, Canada

Kar, Narayan C.
论文数: 0 引用数: 0
h-index: 0
机构:
Univ Windsor, Dept Elect & Comp Engn, Windsor, ON N9B 3P4, Canada Univ Windsor, Dept Elect & Comp Engn, Windsor, ON N9B 3P4, Canada
[3]
A Closed-Loop Fuzzy-Logic-Based Current Controller for PMSM Torque Ripple Minimization Using the Magnitude of Speed Harmonic as the Feedback Control Signal
[J].
Feng, Guodong
;
Lai, Chunyan
;
Kar, Narayan C.
.
IEEE TRANSACTIONS ON INDUSTRIAL ELECTRONICS,
2017, 64 (04)
:2642-2653

Feng, Guodong
论文数: 0 引用数: 0
h-index: 0
机构:
Univ Windsor, Dept Elect & Comp Engn, Windsor, ON N9B 3P4, Canada Univ Windsor, Dept Elect & Comp Engn, Windsor, ON N9B 3P4, Canada

Lai, Chunyan
论文数: 0 引用数: 0
h-index: 0
机构:
Univ Windsor, Dept Elect & Comp Engn, Windsor, ON N9B 3P4, Canada Univ Windsor, Dept Elect & Comp Engn, Windsor, ON N9B 3P4, Canada

Kar, Narayan C.
论文数: 0 引用数: 0
h-index: 0
机构:
Univ Windsor, Dept Elect & Comp Engn, Windsor, ON N9B 3P4, Canada Univ Windsor, Dept Elect & Comp Engn, Windsor, ON N9B 3P4, Canada
[4]
A Self-Learning Solution for Torque Ripple Reduction for Nonsinusoidal Permanent-Magnet Motor Drives Based on Artificial Neural Networks
[J].
Flieller, Damien
;
Ngac Ky Nguyen
;
Wira, Patrice
;
Sturtzer, Guy
;
Abdeslam, Djaffar Ould
;
Merckle, Jean
.
IEEE TRANSACTIONS ON INDUSTRIAL ELECTRONICS,
2014, 61 (02)
:655-666

Flieller, Damien
论文数: 0 引用数: 0
h-index: 0
机构:
Inst Natl Sci Appl INSA Strasbourg, Grp Rech Electrotech & Elect Nancy GREEN Lab, F-67084 Strasbourg, France Inst Natl Sci Appl INSA Strasbourg, Grp Rech Electrotech & Elect Nancy GREEN Lab, F-67084 Strasbourg, France

Ngac Ky Nguyen
论文数: 0 引用数: 0
h-index: 0
机构:
Arts & Metiers ParisTech, Lab Electrotech & Elect Puissance Lille Lab L2EP, F-59046 Lille, France Inst Natl Sci Appl INSA Strasbourg, Grp Rech Electrotech & Elect Nancy GREEN Lab, F-67084 Strasbourg, France

Wira, Patrice
论文数: 0 引用数: 0
h-index: 0
机构:
Univ Haute Alsace, MIPS Lab, F-68093 Mulhouse, France Inst Natl Sci Appl INSA Strasbourg, Grp Rech Electrotech & Elect Nancy GREEN Lab, F-67084 Strasbourg, France

Sturtzer, Guy
论文数: 0 引用数: 0
h-index: 0
机构:
Inst Natl Sci Appl INSA Strasbourg, Grp Rech Electrotech & Elect Nancy GREEN Lab, F-67084 Strasbourg, France Inst Natl Sci Appl INSA Strasbourg, Grp Rech Electrotech & Elect Nancy GREEN Lab, F-67084 Strasbourg, France

Abdeslam, Djaffar Ould
论文数: 0 引用数: 0
h-index: 0
机构:
Univ Haute Alsace, MIPS Lab, F-68093 Mulhouse, France Inst Natl Sci Appl INSA Strasbourg, Grp Rech Electrotech & Elect Nancy GREEN Lab, F-67084 Strasbourg, France

Merckle, Jean
论文数: 0 引用数: 0
h-index: 0
机构:
Univ Haute Alsace, MIPS Lab, F-68093 Mulhouse, France Inst Natl Sci Appl INSA Strasbourg, Grp Rech Electrotech & Elect Nancy GREEN Lab, F-67084 Strasbourg, France
[5]
Torque Analysis in Permanent-Magnet Synchronous Motors: A Comparative Study
[J].
Guemes, J. A.
;
Iraolagoitia, A. M.
;
Del Hoyo, J. I.
;
Fernandez, P.
.
IEEE TRANSACTIONS ON ENERGY CONVERSION,
2011, 26 (01)
:55-63

Guemes, J. A.
论文数: 0 引用数: 0
h-index: 0
机构:
Univ Basque Country, Dept Elect Engn, Bilbao 48012, Spain Univ Basque Country, Dept Elect Engn, Bilbao 48012, Spain

Iraolagoitia, A. M.
论文数: 0 引用数: 0
h-index: 0
机构:
Univ Basque Country, Dept Elect Engn, Bilbao 48012, Spain Univ Basque Country, Dept Elect Engn, Bilbao 48012, Spain

Del Hoyo, J. I.
论文数: 0 引用数: 0
h-index: 0
机构:
Univ Basque Country, Dept Elect Engn, Bilbao 48012, Spain Univ Basque Country, Dept Elect Engn, Bilbao 48012, Spain

Fernandez, P.
论文数: 0 引用数: 0
h-index: 0
机构:
Univ Basque Country, Elect & Telecommun Dept, Bilbao 48012, Spain Univ Basque Country, Dept Elect Engn, Bilbao 48012, Spain
[6]
Permanent-Magnet Synchronous Motor Magnet Designs With Skewing for Torque Ripple and Cogging Torque Reduction
[J].
Islam, Rakib
;
Husain, Iqbal
;
Fardoun, Abbas
;
McLaughlin, Kevin
.
IEEE TRANSACTIONS ON INDUSTRY APPLICATIONS,
2009, 45 (01)
:152-160

Islam, Rakib
论文数: 0 引用数: 0
h-index: 0
机构:
Univ Akron, Dept Elect & Comp Engn, Akron, OH 44325 USA
Delphi Automot, Saginaw, MI 48601 USA Univ Akron, Dept Elect & Comp Engn, Akron, OH 44325 USA

Husain, Iqbal
论文数: 0 引用数: 0
h-index: 0
机构:
Univ Akron, Dept Elect & Comp Engn, Akron, OH 44325 USA Univ Akron, Dept Elect & Comp Engn, Akron, OH 44325 USA

Fardoun, Abbas
论文数: 0 引用数: 0
h-index: 0
机构:
United Arab Emirates Univ, Dept Elect Engn, Al Ain 17555, U Arab Emirates Univ Akron, Dept Elect & Comp Engn, Akron, OH 44325 USA

McLaughlin, Kevin
论文数: 0 引用数: 0
h-index: 0
机构:
TRW Automot, Elect Steering Dept, Washington, MI 48094 USA Univ Akron, Dept Elect & Comp Engn, Akron, OH 44325 USA
[7]
Investigations of the Influence of PMSM Parameter Variations in Optimal Stator Current Design for Torque Ripple Minimization
[J].
Lai, Chunyan
;
Feng, Guodong
;
Mukherjee, Kaushik
;
Kar, Narayan C.
.
IEEE TRANSACTIONS ON ENERGY CONVERSION,
2017, 32 (03)
:1052-1062

Lai, Chunyan
论文数: 0 引用数: 0
h-index: 0
机构:
Univ Windsor, Dept Elect & Comp Engn, Windsor, ON N9B 3P4, Canada Univ Windsor, Dept Elect & Comp Engn, Windsor, ON N9B 3P4, Canada

Feng, Guodong
论文数: 0 引用数: 0
h-index: 0
机构:
Univ Windsor, Dept Elect & Comp Engn, Windsor, ON N9B 3P4, Canada Univ Windsor, Dept Elect & Comp Engn, Windsor, ON N9B 3P4, Canada

Mukherjee, Kaushik
论文数: 0 引用数: 0
h-index: 0
机构:
Indian Inst Engn Sci & Technol, Dept Elect Engn, Sibpur 711103, Howrah, India Univ Windsor, Dept Elect & Comp Engn, Windsor, ON N9B 3P4, Canada

Kar, Narayan C.
论文数: 0 引用数: 0
h-index: 0
机构:
Univ Windsor, Dept Elect & Comp Engn, Windsor, ON N9B 3P4, Canada Univ Windsor, Dept Elect & Comp Engn, Windsor, ON N9B 3P4, Canada
[8]
Torque ripple minimization in non-sinusoidal synchronous reluctance motors based on artificial neural networks
[J].
Phuoc Hoa Truong
;
Flieller, Damien
;
Ngac Ky Nguyen
;
Merckle, Jean
;
Sturtzer, Guy
.
ELECTRIC POWER SYSTEMS RESEARCH,
2016, 140
:37-45

Phuoc Hoa Truong
论文数: 0 引用数: 0
h-index: 0
机构:
Univ Haute Alsace, MIPS Lab, 4 Rue Freres Lumiere, F-68093 Mulhouse, France Univ Haute Alsace, MIPS Lab, 4 Rue Freres Lumiere, F-68093 Mulhouse, France

Flieller, Damien
论文数: 0 引用数: 0
h-index: 0
机构:
INSA Strasbourg, GREEN Lab, 24 Blvd Victoire, F-67084 Strasbourg, France Univ Haute Alsace, MIPS Lab, 4 Rue Freres Lumiere, F-68093 Mulhouse, France

Ngac Ky Nguyen
论文数: 0 引用数: 0
h-index: 0
机构:
Univ Lille, Cent Lille, Arts & Metiers ParisTech, HEI,EA 2697,L2EP, F-59000 Lille, France Univ Haute Alsace, MIPS Lab, 4 Rue Freres Lumiere, F-68093 Mulhouse, France

Merckle, Jean
论文数: 0 引用数: 0
h-index: 0
机构:
Univ Haute Alsace, MIPS Lab, 4 Rue Freres Lumiere, F-68093 Mulhouse, France Univ Haute Alsace, MIPS Lab, 4 Rue Freres Lumiere, F-68093 Mulhouse, France

Sturtzer, Guy
论文数: 0 引用数: 0
h-index: 0
机构:
INSA Strasbourg, LGECO Lab, 24 Blvd Victoire, F-67084 Strasbourg, France Univ Haute Alsace, MIPS Lab, 4 Rue Freres Lumiere, F-68093 Mulhouse, France
[9]
Adaptive-Linear-Neuron-Based Dead-Time Effects Compensation Scheme for PMSM Drives
[J].
Qiu, Tengfei
;
Wen, Xuhui
;
Zhao, Feng
.
IEEE TRANSACTIONS ON POWER ELECTRONICS,
2016, 31 (03)
:2530-2538

Qiu, Tengfei
论文数: 0 引用数: 0
h-index: 0
机构:
Chinese Acad Sci, Inst Elect Engn, Beijing 100190, Peoples R China Chinese Acad Sci, Inst Elect Engn, Beijing 100190, Peoples R China

Wen, Xuhui
论文数: 0 引用数: 0
h-index: 0
机构:
Chinese Acad Sci, Inst Elect Engn, Beijing 100190, Peoples R China Chinese Acad Sci, Inst Elect Engn, Beijing 100190, Peoples R China

Zhao, Feng
论文数: 0 引用数: 0
h-index: 0
机构:
Chinese Acad Sci, Inst Elect Engn, Beijing 100190, Peoples R China Chinese Acad Sci, Inst Elect Engn, Beijing 100190, Peoples R China
[10]
Cancellation of Torque Ripples With FOC Strategy Under Two-Phase Failures of the Five-Phase PM Motor
[J].
Tian, Bing
;
An, Qun-Tao
;
Duan, Jian-Dong
;
Semenov, Dmitry
;
Sun, Dong-Yang
;
Sun, Li
.
IEEE TRANSACTIONS ON POWER ELECTRONICS,
2017, 32 (07)
:5459-5472

Tian, Bing
论文数: 0 引用数: 0
h-index: 0
机构:
Harbin Inst Technol, Dept Elect Engn, Harbin 150001, Peoples R China Harbin Inst Technol, Dept Elect Engn, Harbin 150001, Peoples R China

An, Qun-Tao
论文数: 0 引用数: 0
h-index: 0
机构:
Harbin Inst Technol, Dept Elect Engn, Harbin 150001, Peoples R China Harbin Inst Technol, Dept Elect Engn, Harbin 150001, Peoples R China

Duan, Jian-Dong
论文数: 0 引用数: 0
h-index: 0
机构:
Harbin Inst Technol, Dept Elect Engn, Harbin 150001, Peoples R China Harbin Inst Technol, Dept Elect Engn, Harbin 150001, Peoples R China

Semenov, Dmitry
论文数: 0 引用数: 0
h-index: 0
机构:
Harbin Inst Technol, Dept Elect Engn, Harbin 150001, Peoples R China Harbin Inst Technol, Dept Elect Engn, Harbin 150001, Peoples R China

Sun, Dong-Yang
论文数: 0 引用数: 0
h-index: 0
机构:
Harbin Inst Technol, Dept Elect Engn, Harbin 150001, Peoples R China Harbin Inst Technol, Dept Elect Engn, Harbin 150001, Peoples R China

Sun, Li
论文数: 0 引用数: 0
h-index: 0
机构:
Harbin Inst Technol, Dept Elect Engn, Harbin 150001, Peoples R China Harbin Inst Technol, Dept Elect Engn, Harbin 150001, Peoples R China