Proportionally fair and scalable EV charging under distribution line voltage constraints
•Distributed algorithm for proportionally fair EV fleet charging power allocation.•ADMM sharing based algorithm for individual EV charging.•EV fleet charging power allocation under limited voltage drop.•Daily EV fleet charging simulation and result analysis.•Discussion regarding EV fleet allocation...
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Veröffentlicht in: | Electric power systems research 2022-07, Vol.208, p.107797, Article 107797 |
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creator | Theodoropoulos, Theodoros Pantazopoulos, Panagiotis Karfopoulos, Evangelos Lytrivis, Panagiotis Karaseitanidis, Giannis Amditis, Angelos |
description | •Distributed algorithm for proportionally fair EV fleet charging power allocation.•ADMM sharing based algorithm for individual EV charging.•EV fleet charging power allocation under limited voltage drop.•Daily EV fleet charging simulation and result analysis.•Discussion regarding EV fleet allocation fairness and algorithm scalability.
The ever-increasing Electric Vehicle (EV) fleet will undoubtedly stress the power system that requires scalable solutions to ensure normal grid operation and seamless EV charging. Fairness of EV charging power allocation and alignment to voltage restrictions is also essential. Towards that end, this paper introduces an EV charging allocation framework that takes into account residential power needs, EV charging demand and distribution-line voltage constraints. Our approach breaks down the charging problem into two parts; firstly, it allocates power to distribution line buses according to the weighted proportional fairness criterion and takes into account their specific EV fleet demand. Secondly, as an outcome of a constrained least squares optimization process, each EVs charging power is assigned. Both problems are solved by centralized reference convex optimization algorithms as well as scalable distributed ones introduced to address the charging needs of large EV fleets and long infrastructures. Rigorous analysis proves that the solution of distributed algorithms is close to centralized reference ones. Daily EV charging simulation results indicate a more balanced EV charging power allocation when comparing proportional fairness to linear and quadratic power allocation approaches. |
doi_str_mv | 10.1016/j.epsr.2022.107797 |
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The ever-increasing Electric Vehicle (EV) fleet will undoubtedly stress the power system that requires scalable solutions to ensure normal grid operation and seamless EV charging. Fairness of EV charging power allocation and alignment to voltage restrictions is also essential. Towards that end, this paper introduces an EV charging allocation framework that takes into account residential power needs, EV charging demand and distribution-line voltage constraints. Our approach breaks down the charging problem into two parts; firstly, it allocates power to distribution line buses according to the weighted proportional fairness criterion and takes into account their specific EV fleet demand. Secondly, as an outcome of a constrained least squares optimization process, each EVs charging power is assigned. Both problems are solved by centralized reference convex optimization algorithms as well as scalable distributed ones introduced to address the charging needs of large EV fleets and long infrastructures. Rigorous analysis proves that the solution of distributed algorithms is close to centralized reference ones. Daily EV charging simulation results indicate a more balanced EV charging power allocation when comparing proportional fairness to linear and quadratic power allocation approaches.</description><identifier>ISSN: 0378-7796</identifier><identifier>EISSN: 1873-2046</identifier><identifier>DOI: 10.1016/j.epsr.2022.107797</identifier><language>eng</language><publisher>Amsterdam: Elsevier B.V</publisher><subject>Algorithms ; Computational geometry ; Constraints ; Convexity ; Electric power demand ; Electric power distribution ; Electric vehicle charging ; Electric vehicles ; Electricity distribution ; EV charging optimization ; Heuristic ; Line voltage ; Optimization ; Proportional fairness ; Service stations ; Surge protectors</subject><ispartof>Electric power systems research, 2022-07, Vol.208, p.107797, Article 107797</ispartof><rights>2022 Elsevier B.V.</rights><rights>Copyright Elsevier Science Ltd. Jul 2022</rights><lds50>peer_reviewed</lds50><woscitedreferencessubscribed>false</woscitedreferencessubscribed><citedby>FETCH-LOGICAL-c328t-a0ad83c6a4fe5ee0b27c52875f610817beca2b67e066402c4722f1950309f5443</citedby><cites>FETCH-LOGICAL-c328t-a0ad83c6a4fe5ee0b27c52875f610817beca2b67e066402c4722f1950309f5443</cites></display><links><openurl>$$Topenurl_article</openurl><openurlfulltext>$$Topenurlfull_article</openurlfulltext><thumbnail>$$Tsyndetics_thumb_exl</thumbnail><linktohtml>$$Uhttps://www.sciencedirect.com/science/article/pii/S037877962200027X$$EHTML$$P50$$Gelsevier$$H</linktohtml><link.rule.ids>314,776,780,3537,27901,27902,65306</link.rule.ids></links><search><creatorcontrib>Theodoropoulos, Theodoros</creatorcontrib><creatorcontrib>Pantazopoulos, Panagiotis</creatorcontrib><creatorcontrib>Karfopoulos, Evangelos</creatorcontrib><creatorcontrib>Lytrivis, Panagiotis</creatorcontrib><creatorcontrib>Karaseitanidis, Giannis</creatorcontrib><creatorcontrib>Amditis, Angelos</creatorcontrib><title>Proportionally fair and scalable EV charging under distribution line voltage constraints</title><title>Electric power systems research</title><description>•Distributed algorithm for proportionally fair EV fleet charging power allocation.•ADMM sharing based algorithm for individual EV charging.•EV fleet charging power allocation under limited voltage drop.•Daily EV fleet charging simulation and result analysis.•Discussion regarding EV fleet allocation fairness and algorithm scalability.
The ever-increasing Electric Vehicle (EV) fleet will undoubtedly stress the power system that requires scalable solutions to ensure normal grid operation and seamless EV charging. Fairness of EV charging power allocation and alignment to voltage restrictions is also essential. Towards that end, this paper introduces an EV charging allocation framework that takes into account residential power needs, EV charging demand and distribution-line voltage constraints. Our approach breaks down the charging problem into two parts; firstly, it allocates power to distribution line buses according to the weighted proportional fairness criterion and takes into account their specific EV fleet demand. Secondly, as an outcome of a constrained least squares optimization process, each EVs charging power is assigned. Both problems are solved by centralized reference convex optimization algorithms as well as scalable distributed ones introduced to address the charging needs of large EV fleets and long infrastructures. Rigorous analysis proves that the solution of distributed algorithms is close to centralized reference ones. Daily EV charging simulation results indicate a more balanced EV charging power allocation when comparing proportional fairness to linear and quadratic power allocation approaches.</description><subject>Algorithms</subject><subject>Computational geometry</subject><subject>Constraints</subject><subject>Convexity</subject><subject>Electric power demand</subject><subject>Electric power distribution</subject><subject>Electric vehicle charging</subject><subject>Electric vehicles</subject><subject>Electricity distribution</subject><subject>EV charging optimization</subject><subject>Heuristic</subject><subject>Line voltage</subject><subject>Optimization</subject><subject>Proportional fairness</subject><subject>Service stations</subject><subject>Surge protectors</subject><issn>0378-7796</issn><issn>1873-2046</issn><fulltext>true</fulltext><rsrctype>article</rsrctype><creationdate>2022</creationdate><recordtype>article</recordtype><recordid>eNp9kE1LxDAQhoMouK7-AU8Bz10naZuk4EWW9QMW9KDiLaTpdE2pzZq0C_vvbalnTwPvzDPMPIRcM1gxYOK2WeE-hhUHzsdAykKekAVTMk04ZOKULCCVKhlzcU4uYmwAQBQyX5DP1-D3PvTOd6Ztj7Q2LlDTVTRa05qyRbr5oPbLhJ3rdnToKgy0crEPrhwmiLauQ3rwbW92SK3vxpZxXR8vyVlt2ohXf3VJ3h82b-unZPvy-Ly-3yY25apPDJhKpVaYrMYcEUoubc6VzGvBQDFZojW8FBJBiAy4zSTnNStySKGo8yxLl-Rm3rsP_mfA2OvGD2F8JmouCqGKQnEYp_g8ZYOPMWCt98F9m3DUDPRkUDd6Mqgng3o2OEJ3M4Tj_QeHQUfrsLNYuYC215V3_-G_CGV6aA</recordid><startdate>202207</startdate><enddate>202207</enddate><creator>Theodoropoulos, Theodoros</creator><creator>Pantazopoulos, Panagiotis</creator><creator>Karfopoulos, Evangelos</creator><creator>Lytrivis, Panagiotis</creator><creator>Karaseitanidis, Giannis</creator><creator>Amditis, Angelos</creator><general>Elsevier B.V</general><general>Elsevier Science Ltd</general><scope>AAYXX</scope><scope>CITATION</scope><scope>7SP</scope><scope>8FD</scope><scope>FR3</scope><scope>KR7</scope><scope>L7M</scope></search><sort><creationdate>202207</creationdate><title>Proportionally fair and scalable EV charging under distribution line voltage constraints</title><author>Theodoropoulos, Theodoros ; Pantazopoulos, Panagiotis ; Karfopoulos, Evangelos ; Lytrivis, Panagiotis ; Karaseitanidis, Giannis ; Amditis, Angelos</author></sort><facets><frbrtype>5</frbrtype><frbrgroupid>cdi_FETCH-LOGICAL-c328t-a0ad83c6a4fe5ee0b27c52875f610817beca2b67e066402c4722f1950309f5443</frbrgroupid><rsrctype>articles</rsrctype><prefilter>articles</prefilter><language>eng</language><creationdate>2022</creationdate><topic>Algorithms</topic><topic>Computational geometry</topic><topic>Constraints</topic><topic>Convexity</topic><topic>Electric power demand</topic><topic>Electric power distribution</topic><topic>Electric vehicle charging</topic><topic>Electric vehicles</topic><topic>Electricity distribution</topic><topic>EV charging optimization</topic><topic>Heuristic</topic><topic>Line voltage</topic><topic>Optimization</topic><topic>Proportional fairness</topic><topic>Service stations</topic><topic>Surge protectors</topic><toplevel>peer_reviewed</toplevel><toplevel>online_resources</toplevel><creatorcontrib>Theodoropoulos, Theodoros</creatorcontrib><creatorcontrib>Pantazopoulos, Panagiotis</creatorcontrib><creatorcontrib>Karfopoulos, Evangelos</creatorcontrib><creatorcontrib>Lytrivis, Panagiotis</creatorcontrib><creatorcontrib>Karaseitanidis, Giannis</creatorcontrib><creatorcontrib>Amditis, Angelos</creatorcontrib><collection>CrossRef</collection><collection>Electronics & Communications Abstracts</collection><collection>Technology Research Database</collection><collection>Engineering Research Database</collection><collection>Civil Engineering Abstracts</collection><collection>Advanced Technologies Database with Aerospace</collection><jtitle>Electric power systems research</jtitle></facets><delivery><delcategory>Remote Search Resource</delcategory><fulltext>fulltext</fulltext></delivery><addata><au>Theodoropoulos, Theodoros</au><au>Pantazopoulos, Panagiotis</au><au>Karfopoulos, Evangelos</au><au>Lytrivis, Panagiotis</au><au>Karaseitanidis, Giannis</au><au>Amditis, Angelos</au><format>journal</format><genre>article</genre><ristype>JOUR</ristype><atitle>Proportionally fair and scalable EV charging under distribution line voltage constraints</atitle><jtitle>Electric power systems research</jtitle><date>2022-07</date><risdate>2022</risdate><volume>208</volume><spage>107797</spage><pages>107797-</pages><artnum>107797</artnum><issn>0378-7796</issn><eissn>1873-2046</eissn><abstract>•Distributed algorithm for proportionally fair EV fleet charging power allocation.•ADMM sharing based algorithm for individual EV charging.•EV fleet charging power allocation under limited voltage drop.•Daily EV fleet charging simulation and result analysis.•Discussion regarding EV fleet allocation fairness and algorithm scalability.
The ever-increasing Electric Vehicle (EV) fleet will undoubtedly stress the power system that requires scalable solutions to ensure normal grid operation and seamless EV charging. Fairness of EV charging power allocation and alignment to voltage restrictions is also essential. Towards that end, this paper introduces an EV charging allocation framework that takes into account residential power needs, EV charging demand and distribution-line voltage constraints. Our approach breaks down the charging problem into two parts; firstly, it allocates power to distribution line buses according to the weighted proportional fairness criterion and takes into account their specific EV fleet demand. Secondly, as an outcome of a constrained least squares optimization process, each EVs charging power is assigned. Both problems are solved by centralized reference convex optimization algorithms as well as scalable distributed ones introduced to address the charging needs of large EV fleets and long infrastructures. Rigorous analysis proves that the solution of distributed algorithms is close to centralized reference ones. Daily EV charging simulation results indicate a more balanced EV charging power allocation when comparing proportional fairness to linear and quadratic power allocation approaches.</abstract><cop>Amsterdam</cop><pub>Elsevier B.V</pub><doi>10.1016/j.epsr.2022.107797</doi></addata></record> |
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subjects | Algorithms Computational geometry Constraints Convexity Electric power demand Electric power distribution Electric vehicle charging Electric vehicles Electricity distribution EV charging optimization Heuristic Line voltage Optimization Proportional fairness Service stations Surge protectors |
title | Proportionally fair and scalable EV charging under distribution line voltage constraints |
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