基于元启发式算法的集成系统可用性容量评估与可靠性评估

IF 2.2 4区 计算机科学 Q2 Computer Science
A. Durgadevi, N. Shanmugavadivoo
{"title":"基于元启发式算法的集成系统可用性容量评估与可靠性评估","authors":"A. Durgadevi, N. Shanmugavadivoo","doi":"10.32604/csse.2023.026810","DOIUrl":null,"url":null,"abstract":"Contemporarily, the development of distributed generations (DGs) technologies is fetching more, and their deployment in power systems is becoming broad and diverse. Consequently, several glitches are found in the recent studies due to the inappropriate/inadequate penetrations. This work aims to improve the reliable operation of the power system employing reliability indices using a metaheuristic-based algorithm before and after DGs penetration with feeder system. The assessment procedure is carried out using MATLAB software and Modified Salp Swarm Algorithm (MSSA) that helps assess the Reliability indices of the proposed integrated IEEE RTS79 system for seven different configurations. This algorithm modifies two control parameters of the actual SSA algorithm and offers a perfect balance between the exploration and exploitation. Further, the effectiveness of the proposed schemes is assessed using various reliability indices. Also, the available capacity of the extended system is computed for the best configuration of the considered system. The results confirm the level of reliable operation of the extended DGs along with the standard RTS system. Specifically, the overall reliability of the system displays superior performance when the tie lines 1 and 2 of the DG connected with buses 9 and 10, respectively. The reliability indices of this case namely SAIFI, SAIDI, CAIDI, ASAI, AUSI, EUE, and AEUE shows enhancement about 12.5%, 4.32%, 7.28%, 1.09%, 4.53%, 12.00%, and 0.19%, respectively. Also, a probability of available capacity at the low voltage bus side is accomplished a good scale about 212.07 times/year.","PeriodicalId":50634,"journal":{"name":"Computer Systems Science and Engineering","volume":"33 1","pages":"1951-1971"},"PeriodicalIF":2.2000,"publicationDate":"2023-01-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"2","resultStr":"{\"title\":\"Availability Capacity Evaluation and Reliability Assessment of Integrated Systems Using Metaheuristic Algorithm\",\"authors\":\"A. Durgadevi, N. Shanmugavadivoo\",\"doi\":\"10.32604/csse.2023.026810\",\"DOIUrl\":null,\"url\":null,\"abstract\":\"Contemporarily, the development of distributed generations (DGs) technologies is fetching more, and their deployment in power systems is becoming broad and diverse. Consequently, several glitches are found in the recent studies due to the inappropriate/inadequate penetrations. This work aims to improve the reliable operation of the power system employing reliability indices using a metaheuristic-based algorithm before and after DGs penetration with feeder system. The assessment procedure is carried out using MATLAB software and Modified Salp Swarm Algorithm (MSSA) that helps assess the Reliability indices of the proposed integrated IEEE RTS79 system for seven different configurations. This algorithm modifies two control parameters of the actual SSA algorithm and offers a perfect balance between the exploration and exploitation. Further, the effectiveness of the proposed schemes is assessed using various reliability indices. Also, the available capacity of the extended system is computed for the best configuration of the considered system. The results confirm the level of reliable operation of the extended DGs along with the standard RTS system. Specifically, the overall reliability of the system displays superior performance when the tie lines 1 and 2 of the DG connected with buses 9 and 10, respectively. The reliability indices of this case namely SAIFI, SAIDI, CAIDI, ASAI, AUSI, EUE, and AEUE shows enhancement about 12.5%, 4.32%, 7.28%, 1.09%, 4.53%, 12.00%, and 0.19%, respectively. Also, a probability of available capacity at the low voltage bus side is accomplished a good scale about 212.07 times/year.\",\"PeriodicalId\":50634,\"journal\":{\"name\":\"Computer Systems Science and Engineering\",\"volume\":\"33 1\",\"pages\":\"1951-1971\"},\"PeriodicalIF\":2.2000,\"publicationDate\":\"2023-01-01\",\"publicationTypes\":\"Journal Article\",\"fieldsOfStudy\":null,\"isOpenAccess\":false,\"openAccessPdf\":\"\",\"citationCount\":\"2\",\"resultStr\":null,\"platform\":\"Semanticscholar\",\"paperid\":null,\"PeriodicalName\":\"Computer Systems Science and Engineering\",\"FirstCategoryId\":\"94\",\"ListUrlMain\":\"https://doi.org/10.32604/csse.2023.026810\",\"RegionNum\":4,\"RegionCategory\":\"计算机科学\",\"ArticlePicture\":[],\"TitleCN\":null,\"AbstractTextCN\":null,\"PMCID\":null,\"EPubDate\":\"\",\"PubModel\":\"\",\"JCR\":\"Q2\",\"JCRName\":\"Computer Science\",\"Score\":null,\"Total\":0}","platform":"Semanticscholar","paperid":null,"PeriodicalName":"Computer Systems Science and Engineering","FirstCategoryId":"94","ListUrlMain":"https://doi.org/10.32604/csse.2023.026810","RegionNum":4,"RegionCategory":"计算机科学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"Q2","JCRName":"Computer Science","Score":null,"Total":0}
引用次数: 2

摘要

当前,分布式发电技术的发展越来越受到重视,其在电力系统中的应用也越来越广泛和多样化。因此,在最近的研究中,由于不适当/不充分的渗透,发现了一些小故障。本文旨在利用基于元启发式算法的可靠性指标,提高dg与馈线系统渗透前后电力系统的可靠运行。利用MATLAB软件和改进的Salp群算法(MSSA)对所提出的集成IEEE RTS79系统在7种不同配置下的可靠性指标进行了评估。该算法修改了实际SSA算法的两个控制参数,在探索和开发之间取得了很好的平衡。此外,利用各种可靠性指标对所提方案的有效性进行了评估。此外,根据所考虑的系统的最佳配置计算扩展系统的可用容量。结果证实了扩展后的DGs与标准RTS系统的可靠运行水平。具体来说,当DG的1号线和2号线分别与9号线和10号线连接时,系统的整体可靠性表现出优越的性能。本病例的信度指标SAIFI、SAIDI、CAIDI、ASAI、AUSI、EUE和AEUE分别提高了12.5%、4.32%、7.28%、1.09%、4.53%、12.00%和0.19%。此外,低压母线侧可用容量的概率达到了约212.07次/年的良好规模。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Availability Capacity Evaluation and Reliability Assessment of Integrated Systems Using Metaheuristic Algorithm
Contemporarily, the development of distributed generations (DGs) technologies is fetching more, and their deployment in power systems is becoming broad and diverse. Consequently, several glitches are found in the recent studies due to the inappropriate/inadequate penetrations. This work aims to improve the reliable operation of the power system employing reliability indices using a metaheuristic-based algorithm before and after DGs penetration with feeder system. The assessment procedure is carried out using MATLAB software and Modified Salp Swarm Algorithm (MSSA) that helps assess the Reliability indices of the proposed integrated IEEE RTS79 system for seven different configurations. This algorithm modifies two control parameters of the actual SSA algorithm and offers a perfect balance between the exploration and exploitation. Further, the effectiveness of the proposed schemes is assessed using various reliability indices. Also, the available capacity of the extended system is computed for the best configuration of the considered system. The results confirm the level of reliable operation of the extended DGs along with the standard RTS system. Specifically, the overall reliability of the system displays superior performance when the tie lines 1 and 2 of the DG connected with buses 9 and 10, respectively. The reliability indices of this case namely SAIFI, SAIDI, CAIDI, ASAI, AUSI, EUE, and AEUE shows enhancement about 12.5%, 4.32%, 7.28%, 1.09%, 4.53%, 12.00%, and 0.19%, respectively. Also, a probability of available capacity at the low voltage bus side is accomplished a good scale about 212.07 times/year.
求助全文
通过发布文献求助,成功后即可免费获取论文全文。 去求助
来源期刊
Computer Systems Science and Engineering
Computer Systems Science and Engineering 工程技术-计算机:理论方法
CiteScore
3.10
自引率
13.60%
发文量
308
审稿时长
>12 weeks
期刊介绍: The journal is devoted to the publication of high quality papers on theoretical developments in computer systems science, and their applications in computer systems engineering. Original research papers, state-of-the-art reviews and technical notes are invited for publication. All papers will be refereed by acknowledged experts in the field, and may be (i) accepted without change, (ii) require amendment and subsequent re-refereeing, or (iii) be rejected on the grounds of either relevance or content. The submission of a paper implies that, if accepted for publication, it will not be published elsewhere in the same form, in any language, without the prior consent of the Publisher.
×
引用
GB/T 7714-2015
复制
MLA
复制
APA
复制
导出至
BibTeX EndNote RefMan NoteFirst NoteExpress
×
提示
您的信息不完整,为了账户安全,请先补充。
现在去补充
×
提示
您因"违规操作"
具体请查看互助需知
我知道了
×
提示
确定
请完成安全验证×
copy
已复制链接
快去分享给好友吧!
我知道了
右上角分享
点击右上角分享
0
联系我们:info@booksci.cn Book学术提供免费学术资源搜索服务,方便国内外学者检索中英文文献。致力于提供最便捷和优质的服务体验。 Copyright © 2023 布克学术 All rights reserved.
京ICP备2023020795号-1
ghs 京公网安备 11010802042870号
Book学术文献互助
Book学术文献互助群
群 号:481959085
Book学术官方微信