Distributing intelligent functionalities in the Internet of Things with agents and Digital Twins

IF 6 3区 计算机科学 Q1 COMPUTER SCIENCE, INFORMATION SYSTEMS
Samuele Burattini , Stefano Mariani , Sara Montagna , Marco Picone , Alessandro Ricci
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引用次数: 0

Abstract

Autonomous Agents (AAs) and Digital Twins (DTs) are two widely used abstractions in the literature about the engineering of “intelligent” Internet of Things (IoT) systems and applications. However, their role can be considered partially overlapping given the fragmented landscape of approaches emerging from the literature. There, in fact, either AAs or DTs, or their combination, are sometimes used for achieving the same goals. In this paper, we attempt to clarify similarities and differences of these abstractions and argue that the choice to use AAs or DTs (or an integration of the two) should stem from a principled analysis of the IoT system requirements. That is, by matching the desired intelligent functionalities with the properties of the two abstractions to find the most appropriate one. Accordingly, we (i) analyse the state-of-the-art approaches to identify how AAs and DTs are currently used to encapsulate and distribute intelligent functionalities across IoT system components; (ii) propose a set of principles to assist designers in choosing the most suitable abstraction for a given functionality; and (iii) discuss exemplary architectures that may arise from applying such principles. To conceptually validate our contribution, we analyse the practical case of an intelligent manufacturing system and show how following the outlined principles leads to interesting properties in the final system design.
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来源期刊
Internet of Things
Internet of Things Multiple-
CiteScore
3.60
自引率
5.10%
发文量
115
审稿时长
37 days
期刊介绍: Internet of Things; Engineering Cyber Physical Human Systems is a comprehensive journal encouraging cross collaboration between researchers, engineers and practitioners in the field of IoT & Cyber Physical Human Systems. The journal offers a unique platform to exchange scientific information on the entire breadth of technology, science, and societal applications of the IoT. The journal will place a high priority on timely publication, and provide a home for high quality. Furthermore, IOT is interested in publishing topical Special Issues on any aspect of IOT.
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