Improvement of performance and response time of cascaded five-level VSC STATCOM using ANN controller and SVPWM during period of voltage sag

Power system is an extremely nonlinear system with a number of interconnected loads. When the system is subjected to the faults, the stability of the system will be disturbed. The major problem dealt here is voltage sag. A static synchronous compensator (STATCOM) is one of the FACTS devices which ca...

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Main Authors: Almelian, Mohamad Milood, Izzeldin, I. Mohd, Abu Zaharin, Ahmad, Omran, Mohamed A., Muhamad Zahim, Sujod, Elasager, N. M., Salem, Mohamed
Format: Conference or Workshop Item
Language:English
English
Published: Universiti Malaysia Pahang 2019
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Online Access:http://umpir.ump.edu.my/id/eprint/26555/1/6.%20Improvement%20of%20performance%20and%20response%20time%20of%20cascaded%20five-level.pdf
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spelling my.ump.umpir.265552019-12-23T07:36:50Z http://umpir.ump.edu.my/id/eprint/26555/ Improvement of performance and response time of cascaded five-level VSC STATCOM using ANN controller and SVPWM during period of voltage sag Almelian, Mohamad Milood Izzeldin, I. Mohd Abu Zaharin, Ahmad Omran, Mohamed A. Muhamad Zahim, Sujod Elasager, N. M. Salem, Mohamed TK Electrical engineering. Electronics Nuclear engineering Power system is an extremely nonlinear system with a number of interconnected loads. When the system is subjected to the faults, the stability of the system will be disturbed. The major problem dealt here is voltage sag. A static synchronous compensator (STATCOM) is one of the FACTS devices which can inject proper reactive current at the point of common coupling (PCC) to compensate voltage sag. A non-linear controller like artificial neural network (ANN) is used with the FACTS devices for better performance. This paper introduces the design of a cascaded 5-level voltage source converter (VSC) STATCOM based on the ANN controller and space vector PWM (SVPWM) technique to nullify the impacts of voltage sag. ANN and SVPWM were employed to enhance the performance and response time (RT) of STATCOM with regard to correction of voltage magnitude and power factor (PF) amplitude during voltage sag period. The performance of STATCOM was analyzed using MATLAB in IEEE 3-bus system with two different types of faults, which are single line to ground (SLG) fault and line to line (LL) fault (both creates voltage sag). The simulation result showed that the ANN-based STATCOM control circuit performed efficiently compared to the PI controller. The ANN controller was able to recover voltage magnitude very quickly (during 0.02 sec) with unity. Universiti Malaysia Pahang 2019 Conference or Workshop Item PeerReviewed pdf en http://umpir.ump.edu.my/id/eprint/26555/1/6.%20Improvement%20of%20performance%20and%20response%20time%20of%20cascaded%20five-level.pdf pdf en http://umpir.ump.edu.my/id/eprint/26555/2/6.1%20Improvement%20of%20performance%20and%20response%20time%20of%20cascaded%20five-level.pdf Almelian, Mohamad Milood and Izzeldin, I. Mohd and Abu Zaharin, Ahmad and Omran, Mohamed A. and Muhamad Zahim, Sujod and Elasager, N. M. and Salem, Mohamed (2019) Improvement of performance and response time of cascaded five-level VSC STATCOM using ANN controller and SVPWM during period of voltage sag. In: 5th International Conference on Electrical, Control and Computer Engineering (INECCE 2019), 29-30 July 2019 , Swiss Garden Kuantan. pp. 1-13.. (Unpublished)
institution Universiti Malaysia Pahang
building UMP Library
collection Institutional Repository
continent Asia
country Malaysia
content_provider Universiti Malaysia Pahang
content_source UMP Institutional Repository
url_provider http://umpir.ump.edu.my/
language English
English
topic TK Electrical engineering. Electronics Nuclear engineering
spellingShingle TK Electrical engineering. Electronics Nuclear engineering
Almelian, Mohamad Milood
Izzeldin, I. Mohd
Abu Zaharin, Ahmad
Omran, Mohamed A.
Muhamad Zahim, Sujod
Elasager, N. M.
Salem, Mohamed
Improvement of performance and response time of cascaded five-level VSC STATCOM using ANN controller and SVPWM during period of voltage sag
description Power system is an extremely nonlinear system with a number of interconnected loads. When the system is subjected to the faults, the stability of the system will be disturbed. The major problem dealt here is voltage sag. A static synchronous compensator (STATCOM) is one of the FACTS devices which can inject proper reactive current at the point of common coupling (PCC) to compensate voltage sag. A non-linear controller like artificial neural network (ANN) is used with the FACTS devices for better performance. This paper introduces the design of a cascaded 5-level voltage source converter (VSC) STATCOM based on the ANN controller and space vector PWM (SVPWM) technique to nullify the impacts of voltage sag. ANN and SVPWM were employed to enhance the performance and response time (RT) of STATCOM with regard to correction of voltage magnitude and power factor (PF) amplitude during voltage sag period. The performance of STATCOM was analyzed using MATLAB in IEEE 3-bus system with two different types of faults, which are single line to ground (SLG) fault and line to line (LL) fault (both creates voltage sag). The simulation result showed that the ANN-based STATCOM control circuit performed efficiently compared to the PI controller. The ANN controller was able to recover voltage magnitude very quickly (during 0.02 sec) with unity.
format Conference or Workshop Item
author Almelian, Mohamad Milood
Izzeldin, I. Mohd
Abu Zaharin, Ahmad
Omran, Mohamed A.
Muhamad Zahim, Sujod
Elasager, N. M.
Salem, Mohamed
author_facet Almelian, Mohamad Milood
Izzeldin, I. Mohd
Abu Zaharin, Ahmad
Omran, Mohamed A.
Muhamad Zahim, Sujod
Elasager, N. M.
Salem, Mohamed
author_sort Almelian, Mohamad Milood
title Improvement of performance and response time of cascaded five-level VSC STATCOM using ANN controller and SVPWM during period of voltage sag
title_short Improvement of performance and response time of cascaded five-level VSC STATCOM using ANN controller and SVPWM during period of voltage sag
title_full Improvement of performance and response time of cascaded five-level VSC STATCOM using ANN controller and SVPWM during period of voltage sag
title_fullStr Improvement of performance and response time of cascaded five-level VSC STATCOM using ANN controller and SVPWM during period of voltage sag
title_full_unstemmed Improvement of performance and response time of cascaded five-level VSC STATCOM using ANN controller and SVPWM during period of voltage sag
title_sort improvement of performance and response time of cascaded five-level vsc statcom using ann controller and svpwm during period of voltage sag
publisher Universiti Malaysia Pahang
publishDate 2019
url http://umpir.ump.edu.my/id/eprint/26555/1/6.%20Improvement%20of%20performance%20and%20response%20time%20of%20cascaded%20five-level.pdf
http://umpir.ump.edu.my/id/eprint/26555/2/6.1%20Improvement%20of%20performance%20and%20response%20time%20of%20cascaded%20five-level.pdf
http://umpir.ump.edu.my/id/eprint/26555/
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