Chaotic Learning Based ANN for Improved Rotor Flux Estimation of Induction Motor Drive

被引：0

作者：

Habibullah, Md. ^{[1
]}

Rafiq, Md. Abdur ^{[1
]}

Shahjahan, Md. ^{[1
]}

Ghosh, B. C. ^{[2
]}

机构：

[1] Khulna Univ Engn & Technol, Dept Elect & Elect Engn, Khulna 9203, Bangladesh

[2] Amer Int Univ, Dept Elect & Elect Engn, Dhaka, Bangladesh

来源：

2012 INTERNATIONAL CONFERENCE ON INFORMATICS, ELECTRONICS & VISION (ICIEV) | 2012年

关键词：

Chaotic learning; artificial neural networks; induction motor; flux estimation; mean square error;

D O I：

暂无

中图分类号：

TP [自动化技术、计算机技术];

学科分类号：

0812 ;

摘要：

Local minimum is an integrated problem in training of artificial neural networks (ANNs) and the speed of convergence is very slow due to this effect. To avoid this problem, the chaotic variations of learning rate (LR) are included with the conventional learning rate. In this paper, chaotic variations of LR have been included with the learning rate of three algorithms such as backpropagation (BP), Real Time Recurrent Learning (RTRL) and Correlated Real Time Recurrent Learning (CRTRL) algorithms to estimate the rotor flux components of induction motor drive accurately. All the algorithms mentioned above generate a chaotic time series with logistic map. This paper is an initiative application of chaotic learning based ANNs for rotor flux estimation of induction motor drive. It is found that chaotic learning based ANNs is very much effective to estimate the rotor flux components of induction motor drive at both of transient and steady state conditions.

引用

页码：199 / 204

页数：6

共 14 条

[1]

[Anonymous], 2001, NEURAL NETWORKS COMP

[2] EXPERT-SYSTEM, FUZZY-LOGIC, AND NEURAL-NETWORK APPLICATIONS IN POWER ELECTRONICS AND MOTION CONTROL [J].

BOSE, BK .

PROCEEDINGS OF THE IEEE, 1994, 82 (08) :1303-1323

[3]

Cui W., 2006, P IEEE INT C IND TEC, P2343

[4] Recurrent-neural-network-based implementation of a programmable cascaded low-pass filter used in stator flux synthesis of vector-controlled induction motor drive [J].

da Silva, LEB ;

Bose, BK ;

Pinto, JOP .

IEEE TRANSACTIONS ON INDUSTRIAL ELECTRONICS, 1999, 46 (03) :662-665

[5]

Ge Junwei, 2010, PROC OF IEEE INTERNA, P404

[6]

Ghosh Bashudeb Chandra, 1992, THESIS

[7]

Habibullah Md, 2010, 2010 6th International Conference on Electrical & Computer Engineering (ICECE 2010), P478, DOI 10.1109/ICELCE.2010.5700733

[8]

Huynch D. C., 2009, TRANSACTIONS OF CHIN

[9]

Huynh D. C., 2010, 2010 IEEE International Conference on Power and Energy (PECon 2010), P450, DOI 10.1109/PECON.2010.5697625

[10]

Islam M., 2011, 2011 Proceedings of International Conference on Emerging Trends in Electrical and Computer Technology (ICETECT 2011), P781, DOI 10.1109/ICETECT.2011.5760224

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