Cognitive systems and interoperability in the enterprise: A systematic literature review

IF 7.3 2区 计算机科学 Q1 AUTOMATION & CONTROL SYSTEMS Annual Reviews in Control Pub Date : 2024-01-01 DOI:10.1016/j.arcontrol.2024.100954
Jana Al Haj Ali , Ben Gaffinet , Hervé Panetto , Yannick Naudet
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Abstract

The transition from automated processes to mechanisms that manifest intelligence through cognitive abilities such as memorisation, adaptability and decision-making in uncertain contexts, has marked a turning point in the field of industrial systems, particularly in the development of cyber–physical systems and digital twins. This evolution, supported by advances in cognitive science and artificial intelligence, has opened the way to a new era in which systems are able to adapt and evolve autonomously, while offering more intuitive interaction with human users. This article proposes a systematic literature review to gather and analyse current research on Cognitive Cyber–Physical Systems (CCPS), Cognitive Digital Twins (CDT), and cognitive interoperability, which are pivotal in a contemporary Cyber–Physical Enterprise (CPE). From this review, we first seek to understand how cognitive capabilities that are traditionally considered as human traits have been defined and modelled in cyber–physical systems and digital twins in the context of Industry 4.0/5.0, and what cognitive functions they implement. We explore their theoretical foundations, in particular in relation to cognitive psychology and humanities definitions and theories. Then we analyse how interoperability between cognitive systems has been considered, leading to cognitive interoperability, and we highlight the role of knowledge representation and reasoning.

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企业中的认知系统和互操作性:系统文献综述
从自动化流程到通过认知能力(如记忆、适应性和在不确定环境中的决策)体现智能的机制的转变,标志着工业系统领域的一个转折点,特别是在网络物理系统和数字孪生系统的开发方面。在认知科学和人工智能进步的支持下,这一演变开辟了通往新时代的道路,即系统能够自主适应和发展,同时与人类用户进行更直观的互动。本文通过系统的文献综述来收集和分析当前关于认知网络物理系统(CCPS)、认知数字孪生(CDT)和认知互操作性的研究,这些研究在当代网络物理企业(CPE)中至关重要。通过这篇综述,我们首先要了解在工业 4.0/5.0 背景下,传统上被视为人类特征的认知能力是如何在网络物理系统和数字孪生中被定义和建模的,以及它们实现了哪些认知功能。我们将探讨它们的理论基础,特别是与认知心理学和人文学科定义和理论相关的理论基础。然后,我们分析如何考虑认知系统之间的互操作性,从而实现认知互操作性,并强调知识表征和推理的作用。
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来源期刊
Annual Reviews in Control
Annual Reviews in Control 工程技术-自动化与控制系统
CiteScore
19.00
自引率
2.10%
发文量
53
审稿时长
36 days
期刊介绍: The field of Control is changing very fast now with technology-driven “societal grand challenges” and with the deployment of new digital technologies. The aim of Annual Reviews in Control is to provide comprehensive and visionary views of the field of Control, by publishing the following types of review articles: Survey Article: Review papers on main methodologies or technical advances adding considerable technical value to the state of the art. Note that papers which purely rely on mechanistic searches and lack comprehensive analysis providing a clear contribution to the field will be rejected. Vision Article: Cutting-edge and emerging topics with visionary perspective on the future of the field or how it will bridge multiple disciplines, and Tutorial research Article: Fundamental guides for future studies.
期刊最新文献
Editorial Board Analysis and design of model predictive control frameworks for dynamic operation—An overview Advances in controller design of pacemakers for pacing control: A comprehensive review Recent advances in path integral control for trajectory optimization: An overview in theoretical and algorithmic perspectives Analyzing stability in 2D systems via LMIs: From pioneering to recent contributions
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