Framework for Sizing of Energy Storage System Supplementing Photovoltaic Generation in Consideration of Battery Degradation
There is growing interest in the use of energy storage systems (ESS) to create combined "renewable energy plus storage" power plants. ESS based on lithium-ion batteries have drawn much attention due to their high energy density and low self-discharge. However, as lithium-ion batteries are...
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description | There is growing interest in the use of energy storage systems (ESS) to create combined "renewable energy plus storage" power plants. ESS based on lithium-ion batteries have drawn much attention due to their high energy density and low self-discharge. However, as lithium-ion batteries are still costly, a power producer should determine ESS capacity in a sophisticated manner to ensure profitability of the PV plus storage projects. During the project horizon, lithium-ion batteries undergo severe capacity degradation, which must be considered in ESS planning. The degradation rate depends on various stress factors which are affected by ESS sizes and operation. Therefore, this paper aims to propose an advanced framework for calculating the capacity of an ESS supplementing a photovoltaic system considering the effect of the size and operation of ESS on battery degradation while maximizing profitability. Depending on how batteries are used during the project horizon, two scenarios are discussed and an ESS sizing framework for each scenario is suggested. To deal with non-convexity and black-box parameters of the optimal ESS sizing problems, we introduce an iterative algorithm that finds a solution by accessing battery degradation and optimizing profitability repetitively. We adopted the South Korean market for analysis and simulation of the frameworks. |
doi_str_mv | 10.1109/ACCESS.2020.2977985 |
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ESS based on lithium-ion batteries have drawn much attention due to their high energy density and low self-discharge. However, as lithium-ion batteries are still costly, a power producer should determine ESS capacity in a sophisticated manner to ensure profitability of the PV plus storage projects. During the project horizon, lithium-ion batteries undergo severe capacity degradation, which must be considered in ESS planning. The degradation rate depends on various stress factors which are affected by ESS sizes and operation. Therefore, this paper aims to propose an advanced framework for calculating the capacity of an ESS supplementing a photovoltaic system considering the effect of the size and operation of ESS on battery degradation while maximizing profitability. Depending on how batteries are used during the project horizon, two scenarios are discussed and an ESS sizing framework for each scenario is suggested. To deal with non-convexity and black-box parameters of the optimal ESS sizing problems, we introduce an iterative algorithm that finds a solution by accessing battery degradation and optimizing profitability repetitively. We adopted the South Korean market for analysis and simulation of the frameworks.</description><identifier>ISSN: 2169-3536</identifier><identifier>EISSN: 2169-3536</identifier><identifier>DOI: 10.1109/ACCESS.2020.2977985</identifier><identifier>CODEN: IAECCG</identifier><language>eng</language><publisher>Piscataway: IEEE</publisher><subject>Battery degradation ; Convexity ; Degradation ; economic analysis ; Electric power generation ; Energy consumption ; Energy storage ; energy storage system (ESS) ; ESS sizing ; Flux density ; Forward contracts ; Horizon ; Iterative algorithms ; Lithium ; Lithium-ion batteries ; Mathematical analysis ; Optimization ; Photovoltaic cells ; Power plants ; Profitability ; Rechargeable batteries ; Renewable energy sources ; Sizing ; Storage batteries ; Storage systems</subject><ispartof>IEEE access, 2020, Vol.8, p.60246-60258</ispartof><rights>Copyright The Institute of Electrical and Electronics Engineers, Inc. (IEEE) 2020</rights><lds50>peer_reviewed</lds50><oa>free_for_read</oa><woscitedreferencessubscribed>false</woscitedreferencessubscribed><citedby>FETCH-LOGICAL-c408t-88efd027bfa3b55aed3e7ac1d2d4568c291fc542fa80d4233ba2c25524af85ce3</citedby><cites>FETCH-LOGICAL-c408t-88efd027bfa3b55aed3e7ac1d2d4568c291fc542fa80d4233ba2c25524af85ce3</cites><orcidid>0000-0003-0200-4008 ; 0000-0002-7285-7375</orcidid></display><links><openurl>$$Topenurl_article</openurl><openurlfulltext>$$Topenurlfull_article</openurlfulltext><thumbnail>$$Tsyndetics_thumb_exl</thumbnail><linktohtml>$$Uhttps://ieeexplore.ieee.org/document/9023493$$EHTML$$P50$$Gieee$$Hfree_for_read</linktohtml><link.rule.ids>314,780,784,864,2102,4024,27633,27923,27924,27925,54933</link.rule.ids></links><search><creatorcontrib>Shin, Hunyoung</creatorcontrib><creatorcontrib>Roh, Jae Hyung</creatorcontrib><title>Framework for Sizing of Energy Storage System Supplementing Photovoltaic Generation in Consideration of Battery Degradation</title><title>IEEE access</title><addtitle>Access</addtitle><description>There is growing interest in the use of energy storage systems (ESS) to create combined "renewable energy plus storage" power plants. ESS based on lithium-ion batteries have drawn much attention due to their high energy density and low self-discharge. However, as lithium-ion batteries are still costly, a power producer should determine ESS capacity in a sophisticated manner to ensure profitability of the PV plus storage projects. During the project horizon, lithium-ion batteries undergo severe capacity degradation, which must be considered in ESS planning. The degradation rate depends on various stress factors which are affected by ESS sizes and operation. Therefore, this paper aims to propose an advanced framework for calculating the capacity of an ESS supplementing a photovoltaic system considering the effect of the size and operation of ESS on battery degradation while maximizing profitability. Depending on how batteries are used during the project horizon, two scenarios are discussed and an ESS sizing framework for each scenario is suggested. To deal with non-convexity and black-box parameters of the optimal ESS sizing problems, we introduce an iterative algorithm that finds a solution by accessing battery degradation and optimizing profitability repetitively. 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ESS based on lithium-ion batteries have drawn much attention due to their high energy density and low self-discharge. However, as lithium-ion batteries are still costly, a power producer should determine ESS capacity in a sophisticated manner to ensure profitability of the PV plus storage projects. During the project horizon, lithium-ion batteries undergo severe capacity degradation, which must be considered in ESS planning. The degradation rate depends on various stress factors which are affected by ESS sizes and operation. Therefore, this paper aims to propose an advanced framework for calculating the capacity of an ESS supplementing a photovoltaic system considering the effect of the size and operation of ESS on battery degradation while maximizing profitability. Depending on how batteries are used during the project horizon, two scenarios are discussed and an ESS sizing framework for each scenario is suggested. 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subjects | Battery degradation Convexity Degradation economic analysis Electric power generation Energy consumption Energy storage energy storage system (ESS) ESS sizing Flux density Forward contracts Horizon Iterative algorithms Lithium Lithium-ion batteries Mathematical analysis Optimization Photovoltaic cells Power plants Profitability Rechargeable batteries Renewable energy sources Sizing Storage batteries Storage systems |
title | Framework for Sizing of Energy Storage System Supplementing Photovoltaic Generation in Consideration of Battery Degradation |
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