NDLI: The Development of Artificial Neural Network Space Vector PWM for Four-Switch Three-Phase Inverter

Content Provider	IEEE Xplore Digital Library
Author	Phan Quoc Dzung Le Le Phuong Pham Quang Vinh
Copyright Year	2007
Description	Author affiliation: HCMC Univ. of Technol., Ho Chi Minh City (Phan Quoc Dzung; Le Le Phuong)
Abstract	This paper presents the development of neural- network-based controller of space vector modulation (ANN-SVPWM) for low-cost voltage-source inverters. This ANN-SVPWM controller completely covers the undermodulation and overmodulation modes with operation extended linearly and smoothly up to square wave (six-step). The ANN controller has the advantage of the very fast implementation of an SVM algorithm that can increase the switching frequency of power switches of the static converter, this point has a very important sense for minimizing DC bus capacitance, unbalanced DC source and the ripple of load current. The ANN controller uses the individual training strategy with the fixed weight and supervised models. A computer simulation program is developed using Matlab/Simulink together with the Neural Network Toolbox for training the ANN-controller.
Starting Page	1009
Ending Page	1014
File Size	1917721
Page Count	6
File Format	PDF
ISBN	9781424406449
DOI	10.1109/PEDS.2007.4487827
Language	English
Publisher	Institute of Electrical and Electronics Engineers, Inc. (IEEE)
Publisher Date	2007-11-27
Publisher Place	Thailand
Access Restriction	Subscribed
Rights Holder	Institute of Electrical and Electronics Engineers, Inc. (IEEE)
Subject Keyword	Pulse width modulation inverters Artificial neural networks Space vector pulse width modulation Voltage control Support vector machines Switching frequency Static power converters Switching converters Capacitance Mathematical model undermodulation Artificial Neural Network Four-Switch Three-Phase Inverter (FSTPI) Low-cost Inverter overmodulation Pulse-Width- Modulation Six-Switch Three-Phase Inverter (SSTPI) Space vector
Content Type	Text
Resource Type	Article

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