SPEED SENSORLESS VECTOR CONTROL OF INDUCTION MOTOR USING ONLINE NEURAL VOLTAGE-CURRENT PHASE DIFFERENCE ESTIMATION

被引：0

作者：

Saifi, Rabie ^{[1
]}

Nait-Said, Nasredinne ^{[1
]}

Makouf, Abdessalam ^{[1
]}

Chrifi-Alaoui, Larbi ^{[2
]}

Drid, Said ^{[1
]}

机构：

[1] Univ Batna 2, Lab Induct Prop Syst LSP IE, Elect Engn Dept, Batna 05000, Algeria

[2] Univ Picardie Jules Verne, LTI EA 3899, 13 Ave Francois Mittd, F-02880 Cuffies, France

来源：

REVUE ROUMAINE DES SCIENCES TECHNIQUES-SERIE ELECTROTECHNIQUE ET ENERGETIQUE | 2018年 / 63卷 / 04期

关键词：

Induction motor; Speed sensorless; Neural network; Vector control; VERY-LOW; MACHINES; NETWORK; DRIVES;

D O I：

暂无

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 aims to describe a speed sensorless control of induction motor (IM) based on a new neural network estimator of the rotor speed. This method is based on the extraction of the rotor speed information from the command frequency and the phase difference between stator current and voltage. The data used to train the artificial neural network (ANN) are obtained from steady state equivalent circuit of the induction motor simulated for various frequency. The experimental results show the efficiency of the proposed speed estimation technique at high speed and at very low speed.

引用

页码：403 / 409

页数：7

共 13 条

[1] A comparison of artificial neural network and extended Kalman filter based sensorless speed estimation [J].

Aydogmus, Zafer ;

Aydogmus, Omur .

MEASUREMENT, 2015, 63 :152-158

[2] Implementation of a New MRAS Speed Sensorless Vector Control of Induction Machine [J].

Benlaloui, Idriss ;

Drid, Said ;

Chrifi-Alaoui, Larbi ;

Ouriagli, Mohammed .

IEEE TRANSACTIONS ON ENERGY CONVERSION, 2015, 30 (02) :588-595

[3]

Benyoussef E, 2016, REV ROUM SCI TECH-EL, V61, P239

[4] Performance of HF signal injection techniques for zero-low-frequency vector control of induction machines under sensorless conditions [J].

Caruana, C ;

Asher, GM ;

Sumner, M .

IEEE TRANSACTIONS ON INDUSTRIAL ELECTRONICS, 2006, 53 (01) :225-238

[5]

Feroura H, 2018, REV ROUM SCI TECH-EL, V63, P100

[6] Sensorless Control of Induction Motor Drives at Very Low and Zero Speeds Using Neural Network Flux Observers [J].

Gadoue, Shady M. ;

Giaouris, Damian ;

Finch, John W. .

IEEE TRANSACTIONS ON INDUSTRIAL ELECTRONICS, 2009, 56 (08) :3029-3039

[7] Drift- and parameter-compensated flux estimator for persistent zero-stator-frequency operation of sensorless-controlled induction motors [J].

Holtz, J ;

Quan, JT .

IEEE TRANSACTIONS ON INDUSTRY APPLICATIONS, 2003, 39 (04) :1052-1060

[8] Sensorless control of induction machines - With or without signal injection? [J].

Holtz, J .

IEEE TRANSACTIONS ON INDUSTRIAL ELECTRONICS, 2006, 53 (01) :7-30

[9] Sensorless induction motor drive with neural network [J].

Kuchar, M ;

Brandstetter, P ;

Kaduch, M .

PESC 04: 2004 IEEE 35TH ANNUAL POWER ELECTRONICS SPECIALISTS CONFERENCE, VOLS 1-6, CONFERENCE PROCEEDINGS, 2004, :3301-3305

[10] Very-low-speed variable-structure control of sensorless induction machine drives without signal injection [J].

Lascu, C ;

Boldea, I ;

Blaabjerg, F .

IEEE TRANSACTIONS ON INDUSTRY APPLICATIONS, 2005, 41 (02) :591-598

← 1 2 →