Towards swarm optimization techniques for power communication systems and smart grid environments

IF 0.7 Q4 COMPUTER SCIENCE, INFORMATION SYSTEMS Journal of High Speed Networks Pub Date : 2023-03-30 DOI:10.3233/jhs-222080

T. Zhang, Yongchao Liu, Wenfang Li, Ting-ting Cheng, Yaping Zhang

{"title":"Towards swarm optimization techniques for power communication systems and smart grid environments","authors":"T. Zhang, Yongchao Liu, Wenfang Li, Ting-ting Cheng, Yaping Zhang","doi":"10.3233/jhs-222080","DOIUrl":null,"url":null,"abstract":"Today, continuous technical and emerging advances between power communication systems and smart grids and applying swarm intelligence have increased for data sharing and analytics in our life. On the other side, Internet of things (IoT) has important key role to establish constructive interactions between smart devices and smart grid and power communication applications. For enhancing data transformation and improvements of multi-objective Quality of Service (QoS) factors, Swarm Optimization Techniques (SOT) are applied simultaneously in a cooperative smart environment to solve NP-hard problems. This paper provides a comprehensive analysis to address a new technical taxonomy and categorization of existing SOT-based smart grid applications in power communication systems in the IoT. Also, existing service and resource management case studies on smart grids and power communication systems are briefly analyzed and discussed. Existing evaluation factors on smart grid applications using SOT are represented. Possible advantages and weaknesses of each category are discussed with respect to new challenges and open research directions.","PeriodicalId":54809,"journal":{"name":"Journal of High Speed Networks","volume":"27 1","pages":"237-249"},"PeriodicalIF":0.7000,"publicationDate":"2023-03-30","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"0","resultStr":null,"platform":"Semanticscholar","paperid":null,"PeriodicalName":"Journal of High Speed Networks","FirstCategoryId":"1085","ListUrlMain":"https://doi.org/10.3233/jhs-222080","RegionNum":0,"RegionCategory":null,"ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"Q4","JCRName":"COMPUTER SCIENCE, INFORMATION SYSTEMS","Score":null,"Total":0}

引用次数: 0

Abstract

Today, continuous technical and emerging advances between power communication systems and smart grids and applying swarm intelligence have increased for data sharing and analytics in our life. On the other side, Internet of things (IoT) has important key role to establish constructive interactions between smart devices and smart grid and power communication applications. For enhancing data transformation and improvements of multi-objective Quality of Service (QoS) factors, Swarm Optimization Techniques (SOT) are applied simultaneously in a cooperative smart environment to solve NP-hard problems. This paper provides a comprehensive analysis to address a new technical taxonomy and categorization of existing SOT-based smart grid applications in power communication systems in the IoT. Also, existing service and resource management case studies on smart grids and power communication systems are briefly analyzed and discussed. Existing evaluation factors on smart grid applications using SOT are represented. Possible advantages and weaknesses of each category are discussed with respect to new challenges and open research directions.

查看原文

微信好友朋友圈 QQ好友复制链接

本刊更多论文

面向电力通信系统和智能电网环境的群优化技术研究

今天，电力通信系统和智能电网之间的不断技术和新兴进步以及应用群体智能已经增加了我们生活中的数据共享和分析。另一方面，物联网(IoT)在智能设备与智能电网和电力通信应用之间建立建设性交互方面具有重要的关键作用。为了加强数据转换和提高多目标服务质量(QoS)因素，在协同智能环境中同时应用群优化技术(SOT)来解决NP-hard问题。本文提供了一个全面的分析，以解决现有的基于sot的智能电网在物联网电力通信系统中的新技术分类和分类。同时，对现有的智能电网和电力通信系统的服务和资源管理案例进行了简要分析和讨论。对现有的SOT智能电网应用评价因素进行了分析。讨论了每个类别可能存在的优势和劣势，以及面临的新挑战和开放的研究方向。

本文章由计算机程序翻译，如有差异，请以英文原文为准。

求助全文

约1分钟内获得全文去求助

来源期刊

Journal of High Speed Networks Computer Science-Computer Networks and Communications

CiteScore

1.80

自引率

11.10%

发文量

期刊介绍： The Journal of High Speed Networks is an international archival journal, active since 1992, providing a publication vehicle for covering a large number of topics of interest in the high performance networking and communication area. Its audience includes researchers, managers as well as network designers and operators. The main goal will be to provide timely dissemination of information and scientific knowledge. The journal will publish contributed papers on novel research, survey and position papers on topics of current interest, technical notes, and short communications to report progress on long-term projects. Submissions to the Journal will be refereed consistently with the review process of leading technical journals, based on originality, significance, quality, and clarity. The journal will publish papers on a number of topics ranging from design to practical experiences with operational high performance/speed networks.