Interior Permanent-Magnet Synchronous Motors Speed Identification by Using Artificial Neural Networks Left-Inversion Method

被引：0

作者：

Jiang, Yan ^{[1
]}

Liu, Guohai ^{[1
]}

Zhao, Wenxiang ^{[1
]}

Chen, Lingling ^{[1
]}

机构：

[1] Jiangsu Univ, Sch Elect & Informat Engn, Zhenjiang, Peoples R China

来源：

FUNCTIONAL MANUFACTURING TECHNOLOGIES AND CEEUSRO II | 2011年 / 464卷

关键词：

Speed identification; permanent-magnet motors; left-inversion system theory; neural network; SENSORLESS; DRIVES; IPMSM;

D O I：

10.4028/www.scientific.net/KEM.464.309

中图分类号：

TP39 [计算机的应用];

学科分类号：

081203 ; 0835 ;

摘要：

A new speed identification method is proposed for sensorless operation of interior permanent-magnet synchronous motors (IPMSMs). The theoretic invertibility of mathematic model of IPMSMs is derived, and then a speed estimation strategy based on artificial neural networks left-inversion (ANNLI) is proposed. The structure of multi-layer feed-forward neural network is trained by advanced back propagation arithmetic. The effectiveness of the proposed method is verified by computer simulation. The results show that the developed control system can track the rotation speed quickly and accurately.

引用

页码：309 / 312

页数：4

共 8 条

[1] Combined flux observer with signal injection enhancement for wide speed range sensorless direct torque control of IPMSM drives
Andreescu, Gheorghe-Daniel
Pitic, Cristian Ilie
Blaabjerg, Frede
Boldea, Ion
[J]. IEEE TRANSACTIONS ON ENERGY CONVERSION, 2008, 23 (02) : 393 - 402
[2] "Active Flux" DTFC-SVM Sensorless Control of IPMSM
Boldea, Ion
Paicu, Mihaela Codruta
Andreescu, Gheorghe-Daniel
Blaabjerg, Frede
[J]. IEEE TRANSACTIONS ON ENERGY CONVERSION, 2009, 24 (02) : 314 - 322
[3] 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
[4] Implementation and experimental investigation of sensorless speed control with initial rotor position estimation for interior permanent magnet synchronous motor drive
Boussak, M
[J]. IEEE TRANSACTIONS ON POWER ELECTRONICS, 2005, 20 (06) : 1413 - 1422
[5] Speed- and current-sensorless field-oriented induction motor drive operating at low stator frequencies
Consoli, A
Scarcella, G
Testa, A
[J]. IEEE TRANSACTIONS ON INDUSTRY APPLICATIONS, 2004, 40 (01) : 186 - 193
[6] Dai XZ, 2006, LECT NOTES COMPUT SC, V3973, P1085
[7] Sensorless Direct Torque and Flux-Controlled IPM Synchronous Motor Drive at Very Low Speed Without Signal Injection
Foo, Gilbert
Rahman, M. F.
[J]. IEEE TRANSACTIONS ON INDUSTRIAL ELECTRONICS, 2010, 57 (01) : 395 - 403
[8] Sensorless indirect-rotor-field-orientation speed control of a permanent-magnet synchronous motor with stator-resistance estimation
Rashed, Mohamed
MacConnell, Peter F. A.
Stronach, A. Fraser
Acarnley, Paul
[J]. IEEE TRANSACTIONS ON INDUSTRIAL ELECTRONICS, 2007, 54 (03) : 1664 - 1675

← 1 →