Artificial Neural Network Based Speed Control of Carrier-Based SVPWM Inverter Fed Induction Motor

被引：1

作者：

Moungsri, Panupan ^{[1
]}

Jewajinda, Yutana ^{[1
]}

Choorak, Chaiwut ^{[1
]}

机构：

[1] Silpakorn Univ, Dept Elect Engn, Fac Engn & Ind Technol, Sanam Chandra Palace Campus, Mueang Nakhon Pathom Dis, Nakhon Pathom, Thailand

来源：

2021 24TH INTERNATIONAL CONFERENCE ON ELECTRICAL MACHINES AND SYSTEMS (ICEMS 2021) | 2021年

关键词：

D O I：

10.23919/ICEMS52562.2021.9634260

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 an artificial neural network for the indirect field-oriented control technique driving induction motors. Due to nonlinear parameters of the induction motor, the PI speed controller could not be appropriate for varied conditions. The benefit of an artificial neural network was applied to the speed control in the indirect field-oriented control method to generate SVPWM signals. A carrier-based SVPWM can specify the switching frequency of the inverter. The MATLAB/SIMULINK was provided to the simulation with the 3-phase induction motor drive to demonstrate the dynamic performances of the speed control. The results of this model can validate the time response compared to the results of the PI speed control.

引用

页码：1763 / 1766

页数：4

共 50 条

[31] Artificial Neural Network based SVPWM for Five Level Cascaded H-bridge Inverter fed Grid connected PV System
Palanisamy, R.
Sundram, K. Mohana
Selvakumar, K.
Boopathi, C. S.
Selvabharathi, D.
Vijayakumar, V.
[J]. JOURNAL OF INTELLIGENT & FUZZY SYSTEMS, 2020, 39 (06) : 8453 - 8462
[32] Compact Artificial Neural Network for Induction Motor Speed Estimation
Goedtel, A.
da Silva, I. N.
Suetake, M.
do Nascimento, C. F.
da Silva, S. A. O.
[J]. 2009 INTERNATIONAL CONFERENCE ON ELECTRICAL MACHINES AND SYSTEMS, VOLS 1-3, 2009, : 1394 - +
[33] A Carrier-based Control Scheme for Five-leg Back-to-Back Converter-Fed Induction Motor Drive
Li, Yunhua
Huang, Chengguang
Zhou, Dehong
Zhao, Jin
[J]. PROCEEDINGS OF THE 2016 IEEE 11TH CONFERENCE ON INDUSTRIAL ELECTRONICS AND APPLICATIONS (ICIEA), 2016, : 1239 - 1244
[34] DTC of Four Switch Three Phase Inverter Fed Induction Motor Drive using Artificial Neural Network
Ashfak, C.
Hareesh, A.
[J]. PROCEEDINGS OF 2015 IEEE INTERNATIONAL CONFERENCE ON POWER, INSTRUMENTATION, CONTROL AND COMPUTING (PICC), 2015,
[35] Control of Induction Motor Using Artificial Neural Network
Kumar, Abhishek
Singh, Rohit
Mahodi, Chandan Singh
Sahoo, Sarat Kumar
[J]. ARTIFICIAL INTELLIGENCE AND EVOLUTIONARY COMPUTATIONS IN ENGINEERING SYSTEMS, ICAIECES 2016, 2017, 517 : 791 - 804
[36] ANALYSIS OF A SPEED CONTROL SYSTEM OF INDUCTION MOTOR FED BY A Z-SOURCE INVERTER BASED ON V/F SCALAR CONTROL
Nazar, M. S. Mohebi
Vahidi, Behrooz
[J]. IIOAB JOURNAL, 2016, 7 : 295 - 302
[37] Research on neutral-point balancing control for three-level NPC inverter based on correlation between carrier-based PWM and SVPWM
Song, Wenxiang
Chen, Guocheng
Ding, Xiaoyu
Shu, Mantang
[J]. IPEMC 2006: CES/IEEE 5TH INTERNATIONAL POWER ELECTRONICS AND MOTION CONTROL CONFERENCE, VOLS 1-3, CONFERENCE PROCEEDINGS, 2006, : 1565 - +
[38] Application of small neural network based speed estimator in direct torque control of induction motor
Ponce Cruz, Pedro
Rodriguez Rivas, Jaime J.
[J]. INTELLIGENT AUTOMATION AND SOFT COMPUTING, 2007, 13 (02): : 229 - 239
[39] Analysis of experimental investigation of various carrier-based modulation schemes for three level Neutral Point Clamped inverter-fed induction motor drive
Behera, Ranjan K.
Dixit, T. V.
Das, Shyama P.
[J]. 2006 IEEE INTERNATIONAL CONFERENCE ON POWER ELECTRONIC, DRIVES AND ENERGY SYSTEMS, VOLS 1 AND 2, 2006, : 430 - +
[40] Artificial Neural Network based Soft-Starter for Induction Motor
Mallick, Tuton Chandra
Dhar, Sharith
Khan, Jubaer
[J]. 2015 2ND INTERNATIONAL CONFERENCE ON ELECTRICAL INFORMATION AND COMMUNICATION TECHNOLOGY (EICT), 2015, : 228 - 233

← 1 2 3 4 5 →