Selection and Location of Fixed-Step Capacitor Banks in Distribution Grids for Minimization of Annual Operating Costs: A Two-Stage Approach
The problem regarding the optimal location and sizing of fixed-step capacitor banks in distribution networks with radial configuration is studied in this research by applying a two-stage optimization approach. The first stage consists of determining the nodes where the capacitor banks will be placed...
- Autores:
-
Montoya, Oscar Danilo
Rivas-Trujillo, Edwin
Giral-Ramírez, Diego Armando
- Tipo de recurso:
- Fecha de publicación:
- 2022
- Institución:
- Universidad Tecnológica de Bolívar
- Repositorio:
- Repositorio Institucional UTB
- Idioma:
- eng
- OAI Identifier:
- oai:repositorio.utb.edu.co:20.500.12585/12181
- Acceso en línea:
- https://hdl.handle.net/20.500.12585/12181
- Palabra clave:
- Annual operating cost minimization
Daily load variations
Fixed-step capacitor banks
Successive approximation power flow method
Two-stage optimization approach
- Rights
- openAccess
- License
- http://creativecommons.org/licenses/by-nc-nd/4.0/
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dc.title.spa.fl_str_mv |
Selection and Location of Fixed-Step Capacitor Banks in Distribution Grids for Minimization of Annual Operating Costs: A Two-Stage Approach |
title |
Selection and Location of Fixed-Step Capacitor Banks in Distribution Grids for Minimization of Annual Operating Costs: A Two-Stage Approach |
spellingShingle |
Selection and Location of Fixed-Step Capacitor Banks in Distribution Grids for Minimization of Annual Operating Costs: A Two-Stage Approach Annual operating cost minimization Daily load variations Fixed-step capacitor banks Successive approximation power flow method Two-stage optimization approach |
title_short |
Selection and Location of Fixed-Step Capacitor Banks in Distribution Grids for Minimization of Annual Operating Costs: A Two-Stage Approach |
title_full |
Selection and Location of Fixed-Step Capacitor Banks in Distribution Grids for Minimization of Annual Operating Costs: A Two-Stage Approach |
title_fullStr |
Selection and Location of Fixed-Step Capacitor Banks in Distribution Grids for Minimization of Annual Operating Costs: A Two-Stage Approach |
title_full_unstemmed |
Selection and Location of Fixed-Step Capacitor Banks in Distribution Grids for Minimization of Annual Operating Costs: A Two-Stage Approach |
title_sort |
Selection and Location of Fixed-Step Capacitor Banks in Distribution Grids for Minimization of Annual Operating Costs: A Two-Stage Approach |
dc.creator.fl_str_mv |
Montoya, Oscar Danilo Rivas-Trujillo, Edwin Giral-Ramírez, Diego Armando |
dc.contributor.author.none.fl_str_mv |
Montoya, Oscar Danilo Rivas-Trujillo, Edwin Giral-Ramírez, Diego Armando |
dc.subject.keywords.spa.fl_str_mv |
Annual operating cost minimization Daily load variations Fixed-step capacitor banks Successive approximation power flow method Two-stage optimization approach |
topic |
Annual operating cost minimization Daily load variations Fixed-step capacitor banks Successive approximation power flow method Two-stage optimization approach |
description |
The problem regarding the optimal location and sizing of fixed-step capacitor banks in distribution networks with radial configuration is studied in this research by applying a two-stage optimization approach. The first stage consists of determining the nodes where the capacitor banks will be placed. In this stage, the exact mixed-integer nonlinear programming (MINLP) model that represents the studied problem is transformed into a mixed-integer quadratic convex (MIQC) model. The solution of the MIQC model ensures that the global optimum is reached given the convexity of the solution space for each combination of nodes where the capacitor banks will be installed. With the solution of the MIQC, the suitable nodes for the installation of the fixed-step capacitors are fixed, and their sizes are recursively evaluated in a power flow methodology that allows for determining the optimal sizes. In the second stage, the successive approximation power flow method is applied to determine the optimal sizes assigned to these compensation devices. Numerical results in three test feeders with 33, 69, and 85 buses demonstrate the effectiveness of the proposed two-stage solution method for two operation scenarios: (i) operation of the distribution system under peak load conditions throughout the year, and (ii) operation considering daily demand variations and renewable generation penetration. Comparative results with the GAMS software confirm the excellent results reached using the proposed optimization approach. All the simulations were carried out in the MATLAB programming environment, version 2021b, as well as using the Gurobi solver in the convex programming tool known as CVX. |
publishDate |
2022 |
dc.date.issued.none.fl_str_mv |
2022-06-27 |
dc.date.accessioned.none.fl_str_mv |
2023-07-19T21:16:54Z |
dc.date.available.none.fl_str_mv |
2023-07-19T21:16:54Z |
dc.date.submitted.none.fl_str_mv |
2023-07 |
dc.type.coarversion.fl_str_mv |
http://purl.org/coar/version/c_b1a7d7d4d402bcce |
dc.type.coar.fl_str_mv |
http://purl.org/coar/resource_type/c_2df8fbb1 |
dc.type.driver.spa.fl_str_mv |
info:eu-repo/semantics/article |
dc.type.hasversion.spa.fl_str_mv |
info:eu-repo/semantics/draft |
dc.type.spa.spa.fl_str_mv |
http://purl.org/coar/resource_type/c_6501 |
status_str |
draft |
dc.identifier.citation.spa.fl_str_mv |
Montoya, O.D.; Rivas-Trujillo, E.; Giral-Ramírez, D.A. Selection and Location of Fixed-Step Capacitor Banks in Distribution Grids for Minimization of Annual Operating Costs: A Two-Stage Approach. Computers 2022, 11, 105. https://doi.org/10.3390/computers11070105 |
dc.identifier.uri.none.fl_str_mv |
https://hdl.handle.net/20.500.12585/12181 |
dc.identifier.doi.none.fl_str_mv |
10.3390/computers11070105 |
dc.identifier.instname.spa.fl_str_mv |
Universidad Tecnológica de Bolívar |
dc.identifier.reponame.spa.fl_str_mv |
Repositorio Universidad Tecnológica de Bolívar |
identifier_str_mv |
Montoya, O.D.; Rivas-Trujillo, E.; Giral-Ramírez, D.A. Selection and Location of Fixed-Step Capacitor Banks in Distribution Grids for Minimization of Annual Operating Costs: A Two-Stage Approach. Computers 2022, 11, 105. https://doi.org/10.3390/computers11070105 10.3390/computers11070105 Universidad Tecnológica de Bolívar Repositorio Universidad Tecnológica de Bolívar |
url |
https://hdl.handle.net/20.500.12585/12181 |
dc.language.iso.spa.fl_str_mv |
eng |
language |
eng |
dc.rights.coar.fl_str_mv |
http://purl.org/coar/access_right/c_abf2 |
dc.rights.uri.*.fl_str_mv |
http://creativecommons.org/licenses/by-nc-nd/4.0/ |
dc.rights.accessrights.spa.fl_str_mv |
info:eu-repo/semantics/openAccess |
dc.rights.cc.*.fl_str_mv |
Attribution-NonCommercial-NoDerivatives 4.0 Internacional |
rights_invalid_str_mv |
http://creativecommons.org/licenses/by-nc-nd/4.0/ Attribution-NonCommercial-NoDerivatives 4.0 Internacional http://purl.org/coar/access_right/c_abf2 |
eu_rights_str_mv |
openAccess |
dc.format.extent.none.fl_str_mv |
19 páginas |
dc.format.medium.none.fl_str_mv |
Pdf |
dc.format.mimetype.spa.fl_str_mv |
application/pdf |
dc.publisher.place.spa.fl_str_mv |
Cartagena de Indias |
dc.source.spa.fl_str_mv |
Computers - Vol. 11 No. 7 (2022) |
institution |
Universidad Tecnológica de Bolívar |
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Montoya, Oscar Danilo8a59ede1-6a4a-4d2e-abdc-d0afb14d4480Rivas-Trujillo, Edwin0720b1ee-acdc-4aea-b24b-fc319c4dd61cGiral-Ramírez, Diego Armandoa9612d05-bc90-49f9-94c7-20a0766e00f52023-07-19T21:16:54Z2023-07-19T21:16:54Z2022-06-272023-07Montoya, O.D.; Rivas-Trujillo, E.; Giral-Ramírez, D.A. Selection and Location of Fixed-Step Capacitor Banks in Distribution Grids for Minimization of Annual Operating Costs: A Two-Stage Approach. Computers 2022, 11, 105. https://doi.org/10.3390/computers11070105https://hdl.handle.net/20.500.12585/1218110.3390/computers11070105Universidad Tecnológica de BolívarRepositorio Universidad Tecnológica de BolívarThe problem regarding the optimal location and sizing of fixed-step capacitor banks in distribution networks with radial configuration is studied in this research by applying a two-stage optimization approach. The first stage consists of determining the nodes where the capacitor banks will be placed. In this stage, the exact mixed-integer nonlinear programming (MINLP) model that represents the studied problem is transformed into a mixed-integer quadratic convex (MIQC) model. The solution of the MIQC model ensures that the global optimum is reached given the convexity of the solution space for each combination of nodes where the capacitor banks will be installed. With the solution of the MIQC, the suitable nodes for the installation of the fixed-step capacitors are fixed, and their sizes are recursively evaluated in a power flow methodology that allows for determining the optimal sizes. In the second stage, the successive approximation power flow method is applied to determine the optimal sizes assigned to these compensation devices. Numerical results in three test feeders with 33, 69, and 85 buses demonstrate the effectiveness of the proposed two-stage solution method for two operation scenarios: (i) operation of the distribution system under peak load conditions throughout the year, and (ii) operation considering daily demand variations and renewable generation penetration. Comparative results with the GAMS software confirm the excellent results reached using the proposed optimization approach. All the simulations were carried out in the MATLAB programming environment, version 2021b, as well as using the Gurobi solver in the convex programming tool known as CVX.19 páginasPdfapplication/pdfenghttp://creativecommons.org/licenses/by-nc-nd/4.0/info:eu-repo/semantics/openAccessAttribution-NonCommercial-NoDerivatives 4.0 Internacionalhttp://purl.org/coar/access_right/c_abf2Computers - Vol. 11 No. 7 (2022)Selection and Location of Fixed-Step Capacitor Banks in Distribution Grids for Minimization of Annual Operating Costs: A Two-Stage Approachinfo:eu-repo/semantics/articleinfo:eu-repo/semantics/drafthttp://purl.org/coar/resource_type/c_6501http://purl.org/coar/version/c_b1a7d7d4d402bccehttp://purl.org/coar/resource_type/c_2df8fbb1Annual operating cost minimizationDaily load variationsFixed-step capacitor banksSuccessive approximation power flow methodTwo-stage optimization approachCartagena de IndiasPicard, J.L., Aguado, I., Cobos, N.G., Fuster-Roig, V., Quijano-López, A. Electric distribution system planning methodology considering distributed energy resources: A contribution towards real smart grid deployment (2021) Energies, 14 (7), art. no. 1924. Cited 7 times. https://www.mdpi.com/1996-1073/14/7/1924/pdf doi: 10.3390/en14071924Kazmi, S.A.A., Shahzad, M.K., Khan, A.Z., Shin, D.R. Smart distribution networks: A review of modern distribution concepts from a planning perspective (2017) Energies, 10 (4), art. no. 501. Cited 58 times. http://www.mdpi.com/journal/energies/ doi: 10.3390/en10040501Malik, M.Z., Kumar, M., Soomro, A.M., Baloch, M.H., Gul, M., Farhan, M., Kaloi, G.S. Strategic planning of renewable distributed generation in radial distribution system using advanced MOPSO method (2020) Energy Reports, 6, pp. 2872-2886. Cited 30 times. http://www.journals.elsevier.com/energy-reports/ doi: 10.1016/j.egyr.2020.10.002Montoya, O.D. Notes on the Dimension of the Solution Space in Typical Electrical Engineering Optimization Problems (2022) Ingeniería, 27, p. e19310. Cited 8 times. [CrossRef]Pareja, L.A.G., Lezama, J.M.L., Carmona, O.G. Optimal Placement of Capacitors, Voltage Regulators, and Distributed Generators in Electric Power Distribution Systems (2020) Ingeniería, 25, pp. 334-354. Cited 9 times. [CrossRef]Zamani, A., Sidhu, T., Yazdani, A. A strategy for protection coordination in radial distribution networks with distributed generators (2010) IEEE PES General Meeting, PES 2010, art. no. 5589655. Cited 86 times. ISBN: 978-142448357-0 doi: 10.1109/PES.2010.5589655Castiblanco-Pérez, C.M., Toro-Rodríguez, D.E., Montoya, O.D., Giral-Ramírez, D.A. Optimal placement and sizing of d-statcom in radial and meshed distribution networks using a discrete-continuous version of the genetic algorithm (2021) Electronics (Switzerland), 10 (12), art. no. 1452. Cited 26 times. https://www.mdpi.com/2079-9292/10/12/1452/pdf doi: 10.3390/electronics10121452Mahdavi, M., Alhelou, H.H., Hesamzadeh, M.R. An Efficient Stochastic Reconfiguration Model for Distribution Systems With Uncertain Loads (2022) IEEE Access, 10, pp. 10640-10652. Cited 12 times. http://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=6287639 doi: 10.1109/ACCESS.2022.3144665Suesca, R.A.P., León, A.I.S., Rodríguez, C.L.T. Analysis for Selection of Battery-Based Storage Systems for Electrical Microgrids (2020) Ingeniería, 25, pp. 284-304. (In Spanish) [CrossRef]Tran The, T., Vo Ngoc, D., Tran Anh, N. Distribution Network Reconfiguration for Power Loss Reduction and Voltage Profile Improvement Using Chaotic Stochastic Fractal Search Algorithm (2020) Complexity, 2020, art. no. 2353901. Cited 27 times. https://www.hindawi.com/journals/complexity/ doi: 10.1155/2020/2353901Zhan, J., Liu, W., Chung, C.Y., Yang, J. Switch Opening and Exchange Method for Stochastic Distribution Network Reconfiguration (Open Access) (2020) IEEE Transactions on Smart Grid, 11 (4), art. no. 9003184, pp. 2995-3007. Cited 45 times. https://ieeexplore.ieee.org/servlet/opac?punumber=5165411 doi: 10.1109/TSG.2020.2974922Görbe, P., Magyar, A., Hangos, K.M. Reduction of power losses with smart grids fueled with renewable sources and applying EV batteries (Open Access) (2012) Journal of Cleaner Production, 34, pp. 125-137. Cited 41 times. doi: 10.1016/j.jclepro.2011.12.021Montoya, O.D., Grisales-Noreña, L.F., Alvarado-Barrios, L., Arias-Londoño, A., Álvarez-Arroyo, C. Efficient reduction in the annual investment costs in ac distribution networks via optimal integration of solar pv sources using the newton metaheuristic algorithm (2021) Applied Sciences (Switzerland), 11 (23), art. no. 11525. Cited 12 times. https://www.mdpi.com/2076-3417/11/23/11525/pdf doi: 10.3390/app112311525Chedid, R., Sawwas, A. Optimal placement and sizing of photovoltaics and battery storage in distribution networks (2019) Energy Storage, 1, p. e46. Cited 39 times. [CrossRef]Rastogi, M., Bhat, A.H. Reactive power compensation using static synchronous compensator (STATCOM) with conventional control connected with 33kV grid (Open Access) (2015) 2015 2nd International Conference on Recent Advances in Engineering and Computational Sciences, RAECS 2015, art. no. 7453392. Cited 7 times. ISBN: 978-146738253-3 doi: 10.1109/RAECS.2015.7453392Gallego, R.A., Monticelli, A.J., Romero, R. Optimal capacitor placement in radial distribution networks (Open Access) (2001) IEEE Transactions on Power Systems, 16 (4), pp. 630-637. Cited 271 times. doi: 10.1109/59.962407Abdelaziz, A.Y., Ali, E.S., Abd Elazim, S.M. Optimal sizing and locations of capacitors in radial distribution systems via flower pollination optimization algorithm and power loss index (Open Access) (2016) Engineering Science and Technology, an International Journal, 19 (1), pp. 610-618. Cited 112 times. www.journals.elsevier.com/engineering-science-and-technology-an-international-journal/ doi: 10.1016/j.jestch.2015.09.002Riaño, F.E., Cruz, J.F., Montoya, O.D., Chamorro, H.R., Alvarado-Barrios, L. Reduction of losses and operating costs in distribution networks using a genetic algorithm and mathematical optimization (2021) Electronics (Switzerland), 10 (4), art. no. 419, pp. 1-25. Cited 22 times. https://www.mdpi.com/2079-9292/10/4/419 doi: 10.3390/electronics10040419Tamilselvan, V., Jayabarathi, T., Raghunathan, T., Yang, X.-S. Optimal capacitor placement in radial distribution systems using flower pollination algorithm (2018) Alexandria Engineering Journal, 57 (4), pp. 2775-2786. Cited 90 times. http://www.elsevier.com/wps/find/journaldescription.cws_home/724292/description#description doi: 10.1016/j.aej.2018.01.004Gil-González, W., Montoya, O.D., Rajagopalan, A., Grisales-Noreña, L.F., Hernández, J.C. Optimal selection and location of fixed-step capacitor banks in distribution networks using a discrete version of the vortex search algorithm (2020) Energies, 13 (18), art. no. 4914. Cited 29 times. https://www.mdpi.com/1996-1073/13/18/4914 doi: 10.3390/en13184914Montoya, O.D., Gil-González, W., Garcés, A. On the Conic Convex Approximation to Locate and Size Fixed-Step Capacitor Banks in Distribution Networks (2022) Computation, 10 (2), art. no. 32. Cited 6 times. www.mdpi.com/journal/computation doi: 10.3390/computation10020032Soma, G.G. Optimal Sizing and Placement of Capacitor Banks in Distribution Networks Using a Genetic Algorithm (2021) Electricity, 2, pp. 187-204. Cited 16 times. [CrossRef]Tabatabaei, S.M., Vahidi, B. Bacterial foraging solution based fuzzy logic decision for optimal capacitor allocation in radial distribution system (2011) Electric Power Systems Research, 81 (4), pp. 1045-1050. Cited 92 times. doi: 10.1016/j.epsr.2010.12.002Kavousi-Fard, A., Samet, H. Multi-objective performance management of the capacitor allocation problem in distributed system based on adaptive modified honey bee mating optimization evolutionary algorithm (2013) Electric Power Components and Systems, 41 (13), pp. 1223-1247. Cited 45 times. doi: 10.1080/15325008.2013.816981El-Fergany, A.A., Abdelaziz, A.Y. Cuckoo search-based algorithm for optimal shunt capacitors allocations in distribution networks (Open Access) (2013) Electric Power Components and Systems, 41 (16), pp. 1567-1581. Cited 37 times. doi: 10.1080/15325008.2013.834525Devabalaji, K.R., Yuvaraj, T., Ravi, K. An efficient method for solving the optimal sitting and sizing problem of capacitor banks based on cuckoo search algorithm (Open Access) (2018) Ain Shams Engineering Journal, 9 (4), pp. 589-597. Cited 68 times. http://www.elsevier.com/wps/find/journaldescription.cws_home/724208/description#description doi: 10.1016/j.asej.2016.04.005El-Fergany, A.A., Abdelaziz, A.Y. Artificial bee colony algorithm to allocate fixed and switched static shunt capacitors in radial distribution networks (2014) Electric Power Components and Systems, 42 (5), pp. 427-438. Cited 57 times. doi: 10.1080/15325008.2013.856965Sedighizadeh, M., Bakhtiary, R. Optimal multi-objective reconfiguration and capacitor placement of distribution systems with the Hybrid Big Bang-Big Crunch algorithm in the fuzzy framework (2016) Ain Shams Engineering Journal, 7 (1), pp. 113-129. Cited 58 times. http://www.elsevier.com/wps/find/journaldescription.cws_home/724208/description#description doi: 10.1016/j.asej.2015.11.018Sambaiah, K.S., Jayabarathi, T. Optimal allocation of renewable distributed generation and capacitor banks in distribution systems using salp swarm algorithm (Open Access) (2019) International Journal of Renewable Energy Research, 9 (1), pp. 96-107. Cited 61 times. www.ijrer.orgSadeghian, O., Oshnoei, A., Kheradmandi, M., Mohammadi-Ivatloo, B. Optimal placement of multi-period-based switched capacitor in radial distribution systems (Open Access) (2020) Computers and Electrical Engineering, 82, art. no. 106549. Cited 24 times. https://www.journals.elsevier.com/computers-and-electrical-engineering doi: 10.1016/j.compeleceng.2020.106549Tahir, M.J., Rasheed, M.B., Rahmat, M.K. Optimal Placement of Capacitors in Radial Distribution Grids via Enhanced Modified Particle Swarm Optimization (Open Access) (2022) Energies, 15 (7), art. no. 2452. Cited 3 times. https://www.mdpi.com/1996-1073/15/7/2452/pdf doi: 10.3390/en15072452Lei, T., Riaz, S., Raziq, H., Batool, M., Pan, F., Wang, J. A Comparison of Metaheuristic Techniques for Solving Optimal Sitting and Sizing Problems of Capacitor Banks to Reduce the Power Loss in Radial Distribution System (2022) Complexity, 2022, art. no. 4547212. Cited 3 times. https://www.hindawi.com/journals/complexity/ doi: 10.1155/2022/4547212Taylor, J.A., Hover, F.S. Convex models of distribution system reconfiguration (Open Access) (2012) IEEE Transactions on Power Systems, 27 (3), art. no. 6153415, pp. 1407-1413. Cited 339 times. doi: 10.1109/TPWRS.2012.2184307Marini, A., Mortazavi, S.S., Piegari, L., Ghazizadeh, M.-S. An efficient graph-based power flow algorithm for electrical distribution systems with a comprehensive modeling of distributed generations (Open Access) (2019) Electric Power Systems Research, 170, pp. 229-243. Cited 43 times. doi: 10.1016/j.epsr.2018.12.026Montoya, O.D., Rivas-Trujillo, E., Hernández, J.C. A Two-Stage Approach to Locate and Size PV Sources in Distribution Networks for Annual Grid Operative Costs Minimization (Open Access) (2022) Electronics (Switzerland), 11 (6), art. no. 961. Cited 4 times. https://www.mdpi.com/2079-9292/11/6/961/pdf doi: 10.3390/electronics11060961Farivar, M., Low, S.H. Branch flow model: Relaxations and convexification-part i (Open Access) (2013) IEEE Transactions on Power Systems, 28 (3), art. no. 6507355, pp. 2554-2564. Cited 929 times. doi: 10.1109/TPWRS.2013.2255317Montoya, O.D., Moya, F.D., Rajagopalan, A. Annual Operating Costs Minimization in Electrical Distribution Networks via the Optimal Selection and Location of Fixed-Step Capacitor Banks Using a Hybrid Mathematical Formulation (2022) Mathematics, 10 (9), art. no. 1600. Cited 4 times. https://www.mdpi.com/2227-7390/10/9/1600/pdf?version=1652001247 doi: 10.3390/math10091600Montoya, O.D., Gil-González, W. On the numerical analysis based on successive approximations for power flow problems in AC distribution systems (Open Access) (2020) Electric Power Systems Research, 187, art. no. 106454. Cited 39 times. https://www.journals.elsevier.com/electric-power-systems-research doi: 10.1016/j.epsr.2020.106454Herrera-Briñez, M.C., Montoya, O.D., Alvarado-Barrios, L., Chamorro, H.R. The equivalence between successive approximations and matricial load flow formulations (Open Access) (2021) Applied Sciences (Switzerland), 11 (7), art. no. 2905. Cited 11 times. https://www.mdpi.com/2076-3417/11/7/2905/pdf doi: 10.3390/app11072905Shen, T., Li, Y., Xiang, J. A graph-based power flow method for balanced distribution systems (Open Access) (2018) Energies, 11 (3), art. no. 511. Cited 58 times. http://www.mdpi.com/journal/energies/ doi: 10.3390/en11030511Zhang, D., Fu, Z., Zhang, L. An improved TS algorithm for loss-minimum reconfiguration in large-scale distribution systems (Open Access) (2007) Electric Power Systems Research, 77 (5-6), pp. 685-694. Cited 466 times. doi: 10.1016/j.epsr.2006.06.005Soroudi, A. Power system optimization modeling in GAMS (Open Access) (2017) Power System Optimization Modeling in GAMS, pp. 1-295. Cited 276 times. http://www.springer.com/in/book/9783319623498 ISBN: 978-331962350-4; 978-331962349-8 doi: 10.1007/978-3-319-62350-4Mohamed Shuaib, Y., Surya Kalavathi, M., Christober Asir Rajan, C. Optimal capacitor placement in radial distribution system using Gravitational Search Algorithm (Open Access) (2015) International Journal of Electrical Power and Energy Systems, 64, pp. 384-397. Cited 215 times. doi: 10.1016/j.ijepes.2014.07.041Abul'Wafa, A.R. Optimal capacitor placement for enhancing voltage stability in distribution systems using analytical algorithm and Fuzzy-Real Coded GA (Open Access) (2014) International Journal of Electrical Power and Energy Systems, 55, pp. 246-252. Cited 81 times. doi: 10.1016/j.ijepes.2013.09.014Sultana, S., Roy, P.K. Optimal capacitor placement in radial distribution systems using teaching learning based optimization (Open Access) (2014) International Journal of Electrical Power and Energy Systems, 54, pp. 387-398. 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