Optimal distributed generation location and sizing for loss minimization and voltage profile optimization using ant colony algorithm
A system of power generation whereby the generating equipment is located close to the point of usage, thereby reducing losses and operation cost is called distributed generation (DG). However, it is imperative that DGs are sited such that the quality of power delivered is optimized and the total rea...
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| Published in | SN applied sciences Vol. 3; no. 2; p. 248 |
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| Main Authors | , , , , , |
| Format | Journal Article |
| Language | English |
| Published |
Cham
Springer International Publishing
01.02.2021
Springer Nature B.V |
| Subjects | |
| Online Access | Get full text |
| ISSN | 2523-3963 2523-3971 2523-3971 |
| DOI | 10.1007/s42452-021-04226-y |
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| Abstract | A system of power generation whereby the generating equipment is located close to the point of usage, thereby reducing losses and operation cost is called distributed generation (DG). However, it is imperative that DGs are sited such that the quality of power delivered is optimized and the total real power loss within the system minimized. This paper proposes an approach for optimum sizing and siting of DGs sizing in a power distribution system using Ant Colony Optimization (ACO) algorithm. To validate the algorithm the IEEE 30 bus standard test system was employed. A 92% decrease in real power loss within the system relative to the value before the connection of DGs was observed, while the minimum bus voltage increased from 0.656 per unit to 0.965 per unit. The results obtained from ACO are further verified by creating an ETAP model of the IEEE 30 bus system and simulating the impact of DG on the system. A significant reduction in total real power losses within the system and improvement in voltage profile was observed when the DGs are placed at the ACO derived sites relative to at other locations. Therefore, Ant Colony Algorithm can be used in deriving the optimum sites and sizes of DGs in a power distribution system. |
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| AbstractList | A system of power generation whereby the generating equipment is located close to the point of usage, thereby reducing losses and operation cost is called distributed generation (DG). However, it is imperative that DGs are sited such that the quality of power delivered is optimized and the total real power loss within the system minimized. This paper proposes an approach for optimum sizing and siting of DGs sizing in a power distribution system using Ant Colony Optimization (ACO) algorithm. To validate the algorithm the IEEE 30 bus standard test system was employed. A 92% decrease in real power loss within the system relative to the value before the connection of DGs was observed, while the minimum bus voltage increased from 0.656 per unit to 0.965 per unit. The results obtained from ACO are further verified by creating an ETAP model of the IEEE 30 bus system and simulating the impact of DG on the system. A significant reduction in total real power losses within the system and improvement in voltage profile was observed when the DGs are placed at the ACO derived sites relative to at other locations. Therefore, Ant Colony Algorithm can be used in deriving the optimum sites and sizes of DGs in a power distribution system. |
| ArticleNumber | 248 |
| Author | Petinrin, Moses Omolayo Petinrin, Olutomilayo Olayemi Offornedo, Emeka Nelson Ogunsina, Adeseye Amos Petinrin, Joseph Olawole Asaolu, Gideon Olusola |
| Author_xml | – sequence: 1 givenname: Adeseye Amos surname: Ogunsina fullname: Ogunsina, Adeseye Amos organization: Department of Mechanical Engineering, University of Ibadan – sequence: 2 givenname: Moses Omolayo surname: Petinrin fullname: Petinrin, Moses Omolayo email: mo.petinrin@ui.edu.ng, layopet01@yahoo.com organization: Department of Mechanical Engineering, University of Ibadan – sequence: 3 givenname: Olutomilayo Olayemi surname: Petinrin fullname: Petinrin, Olutomilayo Olayemi organization: Department of Computer Science, City University of Hong Kong, Department of Mathematical Sciences, Kings University – sequence: 4 givenname: Emeka Nelson surname: Offornedo fullname: Offornedo, Emeka Nelson organization: Department of Mechanical Engineering, University of Ibadan – sequence: 5 givenname: Joseph Olawole surname: Petinrin fullname: Petinrin, Joseph Olawole organization: Department of Electrical and Electronic Engineering, Federal Polytechnic Ede – sequence: 6 givenname: Gideon Olusola surname: Asaolu fullname: Asaolu, Gideon Olusola organization: Power Equipment and Electrical Machinery Development Institute |
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| Cites_doi | 10.1109/TPAS.1983.317991 10.20533/ijicr.2042.4655.2015.0080 10.1007/978-3-319-67669-2 10.1109/NCCISP.2012.6189708 10.1016/j.procs.2020.06.029 10.1007/s00202-020-01073-9 10.1049/ip-gtd 10.1016/j.renene.2017.05.087 10.5120/7847-1075 10.1109/TPWRS.2004.831699 10.1049/iet-rpg.2016.0014 10.1016/j.ijepes.2006.02.003 10.1002/tee.22115 10.1007/s42452-019-0738-3 10.1007/s40998-018-0092-2 10.1061/(ASCE)0733-9402133:3(109) 10.1109/ACCESS.2019.2960152 10.1109/TSMCB.2010.2043094 10.1002/pip.845 10.1109/4235.585892 10.1016/j.epsr.2019.01.040 10.2166/h2oj.2020.128 10.17148/ijireeice.2015.3205 10.1109/ICPES.2016.7584058 10.1109/ICACCS.2017.8014596 10.2172/15004478 10.1109/APPEEC.2009.4918769 10.1109/DRPT.2000.855672 10.1109/PTC.2003.1304113 10.1109/PES.2004.1373246 |
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| References | Mahmoud, Lehtonen (CR12) 2019; 7 Gandomkar, Vakilian, Ehsan (CR22) 2005; 2005 Kalkhambkar, Kumar, Bhakar (CR23) 2016; 10 Caamaño-Martín, Laukamp, Jantsch, Erge, Thornycroft, De Moor, Cobben, Suna, Gaiddon (CR4) 2008; 16 Dorigo, Gambardella (CR31) 1997; 1 Hussain, Roy (CR35) 2012; 2012 Mahmoud, Lehtonen (CR11) 2020 CR17 Gopiya, Khatod, Sharma (CR27) 2012; 28 El-Khattam, Bhattacharya, Hegazy, Salama (CR19) 2004; 19 Gupta, Srivastava (CR28) 2020; 173 CR34 Ghosh, Sharma, Bhattacharjee (CR8) 2012; 50 Ramesh, Chowdhury, Chowdhury, Natarajan, Gaunt (CR10) 2009; 2 Borges, Falcão (CR36) 2006; 28 Fawzi, El-Sobki, Abdel-Halim (CR15) 1983; 102 Resener, Haffner, Pereira, Pardalos, Ramos (CR16) 2019; 170 Golshan, Arefifar (CR21) 2006; 153 Abdmouleh, Gastli, Ben-Brahim, Haouari, Al-Emadi (CR18) 2017; 113 CR6 Petinrin, Shaaban (CR14) 2018 CR5 Yang, Yang (CR32) 2018 Kalkhambkar, Rawat, Kumar, Bhakar (CR3) 2017; 113 CR7 Mukhairez, Maghari (CR29) 2015; 6 Mahmoud, Ahmed (CR13) 2015; 10 CR26 CR25 Arjun, Suresh (CR9) 2013; 3 CR24 CR20 Hu, Zhang, Chung, Li, Liu (CR33) 2010; 40 Chowdhury, Tseng (CR1) 2007; 2007 Farhat (CR30) 2013; 7 Galgali, Ramachandran, Vaidya (CR2) 2019; 1 YM Arjun (4226_CR9) 2013; 3 K Mahmoud (4226_CR12) 2019; 7 CLT Borges (4226_CR36) 2006; 28 4226_CR5 W El-Khattam (4226_CR19) 2004; 19 4226_CR6 Z Abdmouleh (4226_CR18) 2017; 113 BH Chowdhury (4226_CR1) 2007; 2007 4226_CR7 4226_CR26 A Gupta (4226_CR28) 2020; 173 XM Hu (4226_CR33) 2010; 40 K Mahmoud (4226_CR11) 2020 M Resener (4226_CR16) 2019; 170 4226_CR20 M Gandomkar (4226_CR22) 2005; 2005 IA Farhat (4226_CR30) 2013; 7 4226_CR24 4226_CR25 N Ghosh (4226_CR8) 2012; 50 K Mahmoud (4226_CR13) 2015; 10 JO Petinrin (4226_CR14) 2018 VS Galgali (4226_CR2) 2019; 1 MEH Golshan (4226_CR21) 2006; 153 NS Gopiya (4226_CR27) 2012; 28 X-S Yang (4226_CR32) 2018 E Caamaño-Martín (4226_CR4) 2008; 16 4226_CR17 V Kalkhambkar (4226_CR3) 2017; 113 4226_CR34 V Kalkhambkar (4226_CR23) 2016; 10 I Hussain (4226_CR35) 2012; 2012 M Dorigo (4226_CR31) 1997; 1 L Ramesh (4226_CR10) 2009; 2 TH Fawzi (4226_CR15) 1983; 102 HHA Mukhairez (4226_CR29) 2015; 6 |
| References_xml | – volume: 102 start-page: 10 year: 1983 end-page: 13s ident: CR15 article-title: New approach for the application of shunt capacitors to the primary distribution feeders publication-title: IEEE Trans Power Appar Syst doi: 10.1109/TPAS.1983.317991 – volume: 6 start-page: 647 year: 2015 end-page: 654 ident: CR29 article-title: Performance comparison of simulated annealing, GA and ACO applied to TSP publication-title: Int J Intell Comput Res doi: 10.20533/ijicr.2042.4655.2015.0080 – start-page: 1 year: 2018 end-page: 25 ident: CR32 article-title: Mathematical analysis of nature-inspired algorithms publication-title: Nature-Inspired Algorithms and Applied Optimization: Studies in Computational Intelligence doi: 10.1007/978-3-319-67669-2 – volume: 2012 start-page: 57 year: 2012 end-page: 61 ident: CR35 article-title: Optimal size and location of distributed generations using differential evolution (DE) publication-title: Proc - 2012 2nd Natl Conf Comput Intell Signal Process CISP doi: 10.1109/NCCISP.2012.6189708 – volume: 173 start-page: 245 year: 2020 end-page: 253 ident: CR28 article-title: Comparative analysis of ant colony and particle swarm optimization algorithms for distance optimization publication-title: Procedia Comput Sci doi: 10.1016/j.procs.2020.06.029 – year: 2020 ident: CR11 article-title: Direct approach for optimal allocation of multiple capacitors in distribution systems using novel analytical closed-form expressions publication-title: Electr Eng doi: 10.1007/s00202-020-01073-9 – volume: 153 start-page: 127 year: 2006 end-page: 136 ident: CR21 article-title: Distributed generation, reactive sources and network-configuration planning for power and energy-loss reduction publication-title: IEE Proc Gener Transm Distrib doi: 10.1049/ip-gtd – volume: 28 start-page: 42 year: 2012 end-page: 46 ident: CR27 article-title: Optimal allocation of distributed generation in distribution system for loss reduction publication-title: IACSIT Coimbatore Conf – volume: 113 start-page: 266 year: 2017 end-page: 280 ident: CR18 article-title: Review of optimization techniques applied for the integration of distributed generation from renewable energy sources publication-title: Renew Energy doi: 10.1016/j.renene.2017.05.087 – volume: 50 start-page: 15 year: 2012 end-page: 22 ident: CR8 article-title: A load flow based approach for optimum allocation of distributed generation units in the distribution network for voltage improvement and loss minimization publication-title: Int J Comput Appl doi: 10.5120/7847-1075 – ident: CR6 – volume: 19 start-page: 1674 year: 2004 end-page: 1684 ident: CR19 article-title: Optimal investment planning for distributed generation in a competitive electricity market publication-title: IEEE Trans Power Syst doi: 10.1109/TPWRS.2004.831699 – volume: 10 start-page: 1422 year: 2016 end-page: 1429 ident: CR23 article-title: Joint optimal allocation methodology for renewable distributed generation and energy storage for economic benefits publication-title: IET Renew Power Gener doi: 10.1049/iet-rpg.2016.0014 – volume: 7 start-page: 461 year: 2013 end-page: 465 ident: CR30 article-title: Ant colony optimization for optimal distributed generation in distribution systems publication-title: World Acad Sci Eng Technol – volume: 28 start-page: 413 year: 2006 end-page: 420 ident: CR36 article-title: Optimal distributed generation allocation for reliability, losses, and voltage improvement publication-title: Int J Electr Power Energy Syst doi: 10.1016/j.ijepes.2006.02.003 – volume: 10 start-page: 521 year: 2015 end-page: 526 ident: CR13 article-title: Power loss minimization in distribution systems using multiple distributed generations publication-title: IEEJ Trans Electr Electron Eng doi: 10.1002/tee.22115 – ident: CR25 – volume: 1 start-page: 1 year: 2019 end-page: 14 ident: CR2 article-title: Multi-objective optimal sizing of distributed generation by application of Taguchi desirability function analysis publication-title: SN Appl Sci doi: 10.1007/s42452-019-0738-3 – volume: 113 start-page: 115 year: 2017 end-page: 130 ident: CR3 article-title: Optimal allocation of renewable energy sources for energy loss minimization publication-title: J Electr Syst – volume: 2 start-page: 521 year: 2009 end-page: 527 ident: CR10 article-title: Minimization of power loss in distribution networks by different techniques publication-title: Int J Electr Electron Eng – volume: 3 start-page: 983 year: 2013 end-page: 988 ident: CR9 article-title: Impact of distributed generation on three feeder radial distribution system publication-title: Int J Eng Res Appl – year: 2018 ident: CR14 article-title: Multiperiod coordination of local voltage controllers and energy storage for voltage regulation in distribution feeder-connected renewable energy sources publication-title: Iran J Sci Technol Trans Electr Eng doi: 10.1007/s40998-018-0092-2 – ident: CR17 – ident: CR34 – volume: 2007 start-page: 109 year: 2007 end-page: 110 ident: CR1 article-title: Distributed energy resources : issues and challenges publication-title: J Energy Eng doi: 10.1061/(ASCE)0733-9402133:3(109) – volume: 7 start-page: 182701 year: 2019 end-page: 182710 ident: CR12 article-title: Simultaneous allocation of multi-type distributed generations and capacitors using generic analytical expressions publication-title: IEEE Access doi: 10.1109/ACCESS.2019.2960152 – ident: CR5 – ident: CR7 – volume: 40 start-page: 1555 year: 2010 end-page: 1566 ident: CR33 article-title: SamACO: variable sampling ant colony optimization algorithm for continuous optimization. publication-title: IEEE Trans Syst Man Cybern Part B Cybern doi: 10.1109/TSMCB.2010.2043094 – volume: 16 start-page: 629 year: 2008 end-page: 643 ident: CR4 article-title: Interaction between photovoltaic distributed generation and electricity networks publication-title: Prog Photovoltaics Res Appl doi: 10.1002/pip.845 – volume: 1 start-page: 53 year: 1997 end-page: 66 ident: CR31 article-title: Ant colony system: a cooperative learning approach to the traveling salesman problem publication-title: IEEE Trans Evol Comput doi: 10.1109/4235.585892 – ident: CR26 – ident: CR24 – volume: 2005 start-page: 645 year: 2005 end-page: 648 ident: CR22 article-title: A combination of genetic algorithm and simulated annealing for optimal DG allocation in distribution networks publication-title: Proc Can Conf Electrical Comput Eng – volume: 170 start-page: 378 year: 2019 end-page: 384 ident: CR16 article-title: A comprehensive MILP model for the expansion planning of power distribution systems—Part I: problem formulation publication-title: Electr Power Syst Res doi: 10.1016/j.epsr.2019.01.040 – ident: CR20 – volume: 16 start-page: 629 year: 2008 ident: 4226_CR4 publication-title: Prog Photovoltaics Res Appl doi: 10.1002/pip.845 – ident: 4226_CR17 doi: 10.2166/h2oj.2020.128 – volume: 102 start-page: 10 year: 1983 ident: 4226_CR15 publication-title: IEEE Trans Power Appar Syst doi: 10.1109/TPAS.1983.317991 – volume: 10 start-page: 521 year: 2015 ident: 4226_CR13 publication-title: IEEJ Trans Electr Electron Eng doi: 10.1002/tee.22115 – volume: 28 start-page: 42 year: 2012 ident: 4226_CR27 publication-title: IACSIT Coimbatore Conf – volume: 40 start-page: 1555 year: 2010 ident: 4226_CR33 publication-title: IEEE Trans Syst Man Cybern Part B Cybern doi: 10.1109/TSMCB.2010.2043094 – ident: 4226_CR6 doi: 10.17148/ijireeice.2015.3205 – volume: 153 start-page: 127 year: 2006 ident: 4226_CR21 publication-title: IEE Proc Gener Transm Distrib doi: 10.1049/ip-gtd – volume: 173 start-page: 245 year: 2020 ident: 4226_CR28 publication-title: Procedia Comput Sci doi: 10.1016/j.procs.2020.06.029 – volume: 6 start-page: 647 year: 2015 ident: 4226_CR29 publication-title: Int J Intell Comput Res doi: 10.20533/ijicr.2042.4655.2015.0080 – volume: 2 start-page: 521 year: 2009 ident: 4226_CR10 publication-title: Int J Electr Electron Eng – volume: 1 start-page: 53 year: 1997 ident: 4226_CR31 publication-title: IEEE Trans Evol Comput doi: 10.1109/4235.585892 – year: 2020 ident: 4226_CR11 publication-title: Electr Eng doi: 10.1007/s00202-020-01073-9 – ident: 4226_CR24 doi: 10.1109/ICPES.2016.7584058 – volume: 113 start-page: 266 year: 2017 ident: 4226_CR18 publication-title: Renew Energy doi: 10.1016/j.renene.2017.05.087 – volume: 50 start-page: 15 year: 2012 ident: 4226_CR8 publication-title: Int J Comput Appl doi: 10.5120/7847-1075 – year: 2018 ident: 4226_CR14 publication-title: Iran J Sci Technol Trans Electr Eng doi: 10.1007/s40998-018-0092-2 – volume: 10 start-page: 1422 year: 2016 ident: 4226_CR23 publication-title: IET Renew Power Gener doi: 10.1049/iet-rpg.2016.0014 – ident: 4226_CR25 doi: 10.1109/ICACCS.2017.8014596 – volume: 2005 start-page: 645 year: 2005 ident: 4226_CR22 publication-title: Proc Can Conf Electrical Comput Eng – volume: 7 start-page: 182701 year: 2019 ident: 4226_CR12 publication-title: IEEE Access doi: 10.1109/ACCESS.2019.2960152 – volume: 7 start-page: 461 year: 2013 ident: 4226_CR30 publication-title: World Acad Sci Eng Technol – ident: 4226_CR5 doi: 10.2172/15004478 – volume: 19 start-page: 1674 year: 2004 ident: 4226_CR19 publication-title: IEEE Trans Power Syst doi: 10.1109/TPWRS.2004.831699 – volume: 28 start-page: 413 year: 2006 ident: 4226_CR36 publication-title: Int J Electr Power Energy Syst doi: 10.1016/j.ijepes.2006.02.003 – ident: 4226_CR7 doi: 10.1109/APPEEC.2009.4918769 – start-page: 1 volume-title: Nature-Inspired Algorithms and Applied Optimization: Studies in Computational Intelligence year: 2018 ident: 4226_CR32 doi: 10.1007/978-3-319-67669-2 – volume: 113 start-page: 115 year: 2017 ident: 4226_CR3 publication-title: J Electr Syst – ident: 4226_CR34 doi: 10.1109/DRPT.2000.855672 – volume: 170 start-page: 378 year: 2019 ident: 4226_CR16 publication-title: Electr Power Syst Res doi: 10.1016/j.epsr.2019.01.040 – volume: 2012 start-page: 57 year: 2012 ident: 4226_CR35 publication-title: Proc - 2012 2nd Natl Conf Comput Intell Signal Process CISP doi: 10.1109/NCCISP.2012.6189708 – ident: 4226_CR26 doi: 10.1109/PTC.2003.1304113 – volume: 2007 start-page: 109 year: 2007 ident: 4226_CR1 publication-title: J Energy Eng doi: 10.1061/(ASCE)0733-9402133:3(109) – volume: 3 start-page: 983 year: 2013 ident: 4226_CR9 publication-title: Int J Eng Res Appl – ident: 4226_CR20 doi: 10.1109/PES.2004.1373246 – volume: 1 start-page: 1 year: 2019 ident: 4226_CR2 publication-title: SN Appl Sci doi: 10.1007/s42452-019-0738-3 |
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| SubjectTerms | 3. Engineering (general) Algorithms Alternative energy sources Ant colony optimization Applied and Technical Physics Chemistry/Food Science Distributed generation Earth Sciences Electric potential Electric power distribution Electric power loss Energy resources Engineering Environment Genetic algorithms Linear programming Materials Science Optimization algorithms Pheromones Renewable resources Research Article Sizing Voltage |
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| Title | Optimal distributed generation location and sizing for loss minimization and voltage profile optimization using ant colony algorithm |
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