Simultaneous Reconfiguration, Optimal Placement of DSTATCOM, and Photovoltaic Array in a Distribution System Based on Fuzzy-ACO Approach
In this paper, a combination of a fuzzy multiobjective approach and ant colony optimization (ACO) as a metaheuristic algorithm is used to solve the simultaneous reconfiguration and optimal allocation (size and location) of photovoltaic (PV) arrays as a distributed generation (DG) and distribution st...
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| Published in | IEEE transactions on sustainable energy Vol. 6; no. 1; pp. 210 - 218 |
|---|---|
| Main Authors | , , |
| Format | Journal Article |
| Language | English |
| Published |
Piscataway
IEEE
01.01.2015
The Institute of Electrical and Electronics Engineers, Inc. (IEEE) |
| Subjects | |
| Online Access | Get full text |
| ISSN | 1949-3029 1949-3037 |
| DOI | 10.1109/TSTE.2014.2364230 |
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| Abstract | In this paper, a combination of a fuzzy multiobjective approach and ant colony optimization (ACO) as a metaheuristic algorithm is used to solve the simultaneous reconfiguration and optimal allocation (size and location) of photovoltaic (PV) arrays as a distributed generation (DG) and distribution static compensator (DSTATCOM) as a distribution flexible ac transmission system (DFACT) device in a distribution system. The purpose of this research includes loss reduction, voltage profile (VP) improvement, and increase in the feeder load balancing (LB). The proposed method is validated using the IEEE 33-bus test system and a Tai-Power 11.4-kV distribution system as a real distribution network. The results proved that simultaneous reconfiguration and optimal allocation of PV array and DSTATCOM unit leads to significantly reduced losses, improved VP, and increased LB. Obtained results have been compared with the base value and found that simultaneous placement of PV and DSTATCOM along with reconfiguration is more beneficial than separate single-objective optimization. Also, the proposed fuzzy-ACO approach is more accurate as compared to ACO and other intelligent techniques like fuzzy-genetic algorithm (GA) and fuzzy-particle swarm optimization (PSO). |
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| AbstractList | In this paper, a combination of a fuzzy multiobjective approach and ant colony optimization (ACO) as a metaheuristic algorithm is used to solve the simultaneous reconfiguration and optimal allocation (size and location) of photovoltaic (PV) arrays as a distributed generation (DG) and distribution static compensator (DSTATCOM) as a distribution flexible ac transmission system (DFACT) device in a distribution system. The purpose of this research includes loss reduction, voltage profile (VP) improvement, and increase in the feeder load balancing (LB). The proposed method is validated using the IEEE 33-bus test system and a Tai-Power 11.4-kV distribution system as a real distribution network. The results proved that simultaneous reconfiguration and optimal allocation of PV array and DSTATCOM unit leads to significantly reduced losses, improved VP, and increased LB. Obtained results have been compared with the base value and found that simultaneous placement of PV and DSTATCOM along with reconfiguration is more beneficial than separate single-objective optimization. Also, the proposed fuzzy-ACO approach is more accurate as compared to ACO and other intelligent techniques like fuzzy-genetic algorithm (GA) and fuzzy-particle swarm optimization (PSO). |
| Author | Bagheri Tolabi, Hajar Ali, Mohd Hasan Rizwan, M. |
| Author_xml | – sequence: 1 givenname: Hajar surname: Bagheri Tolabi fullname: Bagheri Tolabi, Hajar email: hajar.bagheri@hotmail.com organization: Department of Electrical Engineering, Faculty of Engineering, Islamic Azad University, Khorramabad, Iran – sequence: 2 givenname: Mohd Hasan surname: Ali fullname: Ali, Mohd Hasan email: mhali@memphis.edu organization: Department of Electrical and Computer Engineering, University of Memphis, TN, USA – sequence: 3 givenname: M. surname: Rizwan fullname: Rizwan, M. email: rizwaniit@yahoo.co.in organization: Department of Electrical Engineering, Delhi Technological University, Delhi, India |
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| Keywords | distribution system reconfiguration fuzzy sets Ant colony optimization (ACO) photovoltaic (PV) distribution static compensator (DSTATCOM) |
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| SubjectTerms | Algorithms Ant colony optimization (ACO) Arrays distribution static compensator (DSTATCOM) distribution system Equations Fuzzy logic fuzzy sets Linear programming Optimization photovoltaic (PV) Photovoltaic systems Photovoltaics Reactive power reconfiguration Resource management |
| Title | Simultaneous Reconfiguration, Optimal Placement of DSTATCOM, and Photovoltaic Array in a Distribution System Based on Fuzzy-ACO Approach |
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