Enhancement of cascaded multi-level VSC STATCOM performance using ANN in the presence of faults
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...
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| Format: | Article |
| Language: | English |
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Institute of Advanced Engineering and Science (IAES)
2020
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| Online Access: | http://umpir.ump.edu.my/id/eprint/28472/1/Enhancement%20of%20cascaded%20multi-level%20VSC%20STATCOM%20performance.pdf |
| _version_ | 1796994084550737920 |
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| author | Almelian, Mohamad Milood Izzeldin, I. Mohd Abu Zaharin, Ahmad Omran, Mohamed Asghaiyer Salem, Mohamed Awang, Jusoh Sutikno, Tole |
| author_facet | Almelian, Mohamad Milood Izzeldin, I. Mohd Abu Zaharin, Ahmad Omran, Mohamed Asghaiyer Salem, Mohamed Awang, Jusoh Sutikno, Tole |
| author_sort | Almelian, Mohamad Milood |
| collection | UMP |
| description | 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. |
| first_indexed | 2024-03-06T12:42:50Z |
| format | Article |
| id | UMPir28472 |
| institution | Universiti Malaysia Pahang |
| language | English |
| last_indexed | 2024-03-06T12:42:50Z |
| publishDate | 2020 |
| publisher | Institute of Advanced Engineering and Science (IAES) |
| record_format | dspace |
| spelling | UMPir284722020-11-24T05:01:17Z http://umpir.ump.edu.my/id/eprint/28472/ Enhancement of cascaded multi-level VSC STATCOM performance using ANN in the presence of faults Almelian, Mohamad Milood Izzeldin, I. Mohd Abu Zaharin, Ahmad Omran, Mohamed Asghaiyer Salem, Mohamed Awang, Jusoh Sutikno, Tole TK Electrical engineering. Electronics Nuclear engineering 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. Institute of Advanced Engineering and Science (IAES) 2020-06 Article PeerReviewed pdf en cc_by_sa_4 http://umpir.ump.edu.my/id/eprint/28472/1/Enhancement%20of%20cascaded%20multi-level%20VSC%20STATCOM%20performance.pdf Almelian, Mohamad Milood and Izzeldin, I. Mohd and Abu Zaharin, Ahmad and Omran, Mohamed Asghaiyer and Salem, Mohamed and Awang, Jusoh and Sutikno, Tole (2020) Enhancement of cascaded multi-level VSC STATCOM performance using ANN in the presence of faults. International Journal of Power Electronics and Drive System (IJPEDS), 11 (2). pp. 895-906. ISSN 2088-8694 (print); 2088-8694 (online). (Published) http://doi.org/10.11591/ijpeds.v11.i2.pp895-906 http://doi.org/10.11591/ijpeds.v11.i2.pp895-906 |
| spellingShingle | TK Electrical engineering. Electronics Nuclear engineering Almelian, Mohamad Milood Izzeldin, I. Mohd Abu Zaharin, Ahmad Omran, Mohamed Asghaiyer Salem, Mohamed Awang, Jusoh Sutikno, Tole Enhancement of cascaded multi-level VSC STATCOM performance using ANN in the presence of faults |
| title | Enhancement of cascaded multi-level VSC STATCOM performance using ANN in the presence of faults |
| title_full | Enhancement of cascaded multi-level VSC STATCOM performance using ANN in the presence of faults |
| title_fullStr | Enhancement of cascaded multi-level VSC STATCOM performance using ANN in the presence of faults |
| title_full_unstemmed | Enhancement of cascaded multi-level VSC STATCOM performance using ANN in the presence of faults |
| title_short | Enhancement of cascaded multi-level VSC STATCOM performance using ANN in the presence of faults |
| title_sort | enhancement of cascaded multi level vsc statcom performance using ann in the presence of faults |
| topic | TK Electrical engineering. Electronics Nuclear engineering |
| url | http://umpir.ump.edu.my/id/eprint/28472/1/Enhancement%20of%20cascaded%20multi-level%20VSC%20STATCOM%20performance.pdf |
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