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Enhancement of cascaded multi-level VSC statcom performance using ANN in the presence of faults

Almelian, M. M. and Mohd., I. I. and Ahmad, A. Z. and Omran, M. A. and Salem, M. and Jusoh, A. and Sutikno, T. (2020) Enhancement of cascaded multi-level VSC statcom performance using ANN in the presence of faults. International Journal of Power Electronics and Drive Systems, 11 (2). pp. 895-906. ISSN 2088-8694

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Official URL: http://dx.doi.org/10.11591/ijpeds.v11.i2.pp895-906

Abstract

A system can be disturbed in terms of stability when connected to a number of loads at the distribution ends or when subjected to faults. To reverse such systems to a stable state, FACTS devices such as static synchronous compensator (STATCOM) are used. In this paper, a cascaded multi-level voltage source converter (VSC) STATCOM was designed and implemented with a novel space vector pulse width modulation (SVPWM) scheme. Artificial neural network (ANN) controller was used instead of instead of Proportional-Integral (PI) controller in the proposed scheme to improve the response time (RT) and performance of STATCOM in terms of power factor (PF) and voltage amplitude during periods of voltage sag. During the implementation, two fault sources (single-line-to-ground (SLG) and line-to-line (LL) faults) were used to create voltage sag. STATCOM was subjected to performance evaluation in the presence of these disturbances via MATLAB simulation in IEEE 3-bus system. The outcome of the simulation studies showed the ANN controller to perform better than PI as it was able to rapidly recover voltage value (<1 cycle) with unity PF.

Item Type:Article
Uncontrolled Keywords:ANN controller, cascaded H-bridge three-level, PI controller
Subjects:T Technology > TK Electrical engineering. Electronics Nuclear engineering
Divisions:Electrical Engineering
ID Code:93517
Deposited By: Narimah Nawil
Deposited On:30 Nov 2021 08:21
Last Modified:07 Dec 2021 08:03

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