边缘智能——分布式计算连续体系统的研究机遇

IF 4.4 4区计算机科学 Q1 COMPUTER SCIENCE, SOFTWARE ENGINEERING

IEEE Internet Computing Pub Date : 2023-07-01 DOI:10.1109/MIC.2023.3284693

Victor Casamayor Pujol, Praveen Kumar Donta, Andrea Morichetta, Ilir Murturi, S. Dustdar

{"title":"边缘智能——分布式计算连续体系统的研究机遇","authors":"Victor Casamayor Pujol, Praveen Kumar Donta, Andrea Morichetta, Ilir Murturi, S. Dustdar","doi":"10.1109/MIC.2023.3284693","DOIUrl":null,"url":null,"abstract":"Edge intelligence and, by extension, any distributed computing continuum system will bring to our future society a plethora of new and useful applications, which will certainly revolutionize our way of living. Nevertheless, managing these systems challenges all previously developed technologies for Internet-distributed systems. In this regard, this article presents a set of techniques and concepts that can help manage these systems; these are framed in the main paradigm for autonomic computing, the well-known monitor–analyze–plan–execute over shared knowledge, or MAPE-K. All in all, this article aims at unveiling research opportunities for these new systems, encouraging the community to work together toward new technologies to make edge intelligence a reality.","PeriodicalId":13121,"journal":{"name":"IEEE Internet Computing","volume":"27 1","pages":"53-74"},"PeriodicalIF":4.4000,"publicationDate":"2023-07-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"7","resultStr":"{\"title\":\"Edge Intelligence—Research Opportunities for Distributed Computing Continuum Systems\",\"authors\":\"Victor Casamayor Pujol, Praveen Kumar Donta, Andrea Morichetta, Ilir Murturi, S. Dustdar\",\"doi\":\"10.1109/MIC.2023.3284693\",\"DOIUrl\":null,\"url\":null,\"abstract\":\"Edge intelligence and, by extension, any distributed computing continuum system will bring to our future society a plethora of new and useful applications, which will certainly revolutionize our way of living. Nevertheless, managing these systems challenges all previously developed technologies for Internet-distributed systems. In this regard, this article presents a set of techniques and concepts that can help manage these systems; these are framed in the main paradigm for autonomic computing, the well-known monitor–analyze–plan–execute over shared knowledge, or MAPE-K. All in all, this article aims at unveiling research opportunities for these new systems, encouraging the community to work together toward new technologies to make edge intelligence a reality.\",\"PeriodicalId\":13121,\"journal\":{\"name\":\"IEEE Internet Computing\",\"volume\":\"27 1\",\"pages\":\"53-74\"},\"PeriodicalIF\":4.4000,\"publicationDate\":\"2023-07-01\",\"publicationTypes\":\"Journal Article\",\"fieldsOfStudy\":null,\"isOpenAccess\":false,\"openAccessPdf\":\"\",\"citationCount\":\"7\",\"resultStr\":null,\"platform\":\"Semanticscholar\",\"paperid\":null,\"PeriodicalName\":\"IEEE Internet Computing\",\"FirstCategoryId\":\"94\",\"ListUrlMain\":\"https://doi.org/10.1109/MIC.2023.3284693\",\"RegionNum\":4,\"RegionCategory\":\"计算机科学\",\"ArticlePicture\":[],\"TitleCN\":null,\"AbstractTextCN\":null,\"PMCID\":null,\"EPubDate\":\"\",\"PubModel\":\"\",\"JCR\":\"Q1\",\"JCRName\":\"COMPUTER SCIENCE, SOFTWARE ENGINEERING\",\"Score\":null,\"Total\":0}","platform":"Semanticscholar","paperid":null,"PeriodicalName":"IEEE Internet Computing","FirstCategoryId":"94","ListUrlMain":"https://doi.org/10.1109/MIC.2023.3284693","RegionNum":4,"RegionCategory":"计算机科学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"Q1","JCRName":"COMPUTER SCIENCE, SOFTWARE ENGINEERING","Score":null,"Total":0}

引用次数: 7

摘要

边缘智能，以及任何分布式计算连续体系统，都将为我们未来的社会带来大量新的有用应用，这必将彻底改变我们的生活方式。然而，管理这些系统挑战了以前为互联网分布式系统开发的所有技术。在这方面，本文介绍了一组可以帮助管理这些系统的技术和概念；这些都是在自主计算的主要范式中构建的，即众所周知的基于共享知识的监控-分析-计划-执行，或MAPE-K。总之，本文旨在揭示这些新系统的研究机会，鼓励社区共同致力于新技术，使边缘智能成为现实。

本文章由计算机程序翻译，如有差异，请以英文原文为准。

查看原文本刊更多论文

Edge Intelligence—Research Opportunities for Distributed Computing Continuum Systems

Edge intelligence and, by extension, any distributed computing continuum system will bring to our future society a plethora of new and useful applications, which will certainly revolutionize our way of living. Nevertheless, managing these systems challenges all previously developed technologies for Internet-distributed systems. In this regard, this article presents a set of techniques and concepts that can help manage these systems; these are framed in the main paradigm for autonomic computing, the well-known monitor–analyze–plan–execute over shared knowledge, or MAPE-K. All in all, this article aims at unveiling research opportunities for these new systems, encouraging the community to work together toward new technologies to make edge intelligence a reality.

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

IEEE Internet Computing 工程技术-计算机：软件工程

CiteScore

7.60

自引率

0.00%

发文量

审稿时长

6-12 weeks

期刊介绍： This magazine provides a journal-quality evaluation and review of Internet-based computer applications and enabling technologies. It also provides a source of information as well as a forum for both users and developers. The focus of the magazine is on Internet services using WWW, agents, and similar technologies. This does not include traditional software concerns such as object-oriented or structured programming, or Common Object Request Broker Architecture (CORBA) or Object Linking and Embedding (OLE) standards. The magazine may, however, treat the intersection of these software technologies with the Web or agents. For instance, the linking of ORBs and Web servers or the conversion of KQML messages to object requests are relevant technologies for this magazine. An article strictly about CORBA would not be. This magazine is not focused on intelligent systems. Techniques for encoding knowledge or breakthroughs in neural net technologies are outside its scope, as would be an article on the efficacy of a particular expert system. Internet Computing focuses on technologies and applications that allow practitioners to leverage off services to be found on the Internet.