Electricity cost optimization in energy storage systems by combining a genetic algorithm with dynamic programming
DC Field | Value | Language |
---|---|---|
dc.contributor.author | Lee, S.-J. | - |
dc.contributor.author | Yoon, Y. | - |
dc.date.available | 2020-11-05T00:40:57Z | - |
dc.date.created | 2020-09-29 | - |
dc.date.issued | 2020-09 | - |
dc.identifier.issn | 2227-7390 | - |
dc.identifier.uri | https://scholarworks.bwise.kr/gachon/handle/2020.sw.gachon/78867 | - |
dc.description.abstract | Recently, energy storage systems (ESSs) are becoming more important as renewable and microgrid technologies advance. ESSs can act as a buffer between generation and load and enable commercial and industrial end users to reduce their electricity expenses by controlling the charge/discharge amount. In this paper, to derive efficient charge/discharge schedules of ESSs based on time-of-use pricing with renewable energy, a combination of genetic algorithm and dynamic programming is proposed. The performance of the combined method is improved by adjusting the size of the base units of dynamic programming. We show the effectiveness of the proposed method by simulating experiments with load and generation profiles of various commercial electricity consumers. © 2020 by the authors. | - |
dc.language | 영어 | - |
dc.language.iso | en | - |
dc.publisher | MDPI AG | - |
dc.relation.isPartOf | Mathematics | - |
dc.title | Electricity cost optimization in energy storage systems by combining a genetic algorithm with dynamic programming | - |
dc.type | Article | - |
dc.type.rims | ART | - |
dc.description.journalClass | 1 | - |
dc.identifier.wosid | 000581425000001 | - |
dc.identifier.doi | 10.3390/math8091526 | - |
dc.identifier.bibliographicCitation | Mathematics, v.8, no.9 | - |
dc.identifier.scopusid | 2-s2.0-85091393624 | - |
dc.citation.title | Mathematics | - |
dc.citation.volume | 8 | - |
dc.citation.number | 9 | - |
dc.contributor.affiliatedAuthor | Lee, S.-J. | - |
dc.contributor.affiliatedAuthor | Yoon, Y. | - |
dc.type.docType | Article | - |
dc.subject.keywordAuthor | Dynamic programming | - |
dc.subject.keywordAuthor | Energy storage systems | - |
dc.subject.keywordAuthor | Genetic algorithms | - |
dc.subject.keywordAuthor | Renewable energy sources | - |
dc.description.journalRegisteredClass | scie | - |
dc.description.journalRegisteredClass | scopus | - |
Items in ScholarWorks are protected by copyright, with all rights reserved, unless otherwise indicated.
1342, Seongnam-daero, Sujeong-gu, Seongnam-si, Gyeonggi-do, Republic of Korea(13120)031-750-5114
COPYRIGHT 2020 Gachon University All Rights Reserved.
Certain data included herein are derived from the © Web of Science of Clarivate Analytics. All rights reserved.
You may not copy or re-distribute this material in whole or in part without the prior written consent of Clarivate Analytics.