信息物理系统态势感知中的不确定性管理:现状与挑战

Xin Tao, Didem Gürdür Broo, Martin Törngren, De-Jiu Chen
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引用次数: 1

摘要

信息物理系统(CPS)是高度跨学科过程的结果,并且正在发展以在动态变化的环境中执行越来越具有挑战性的任务。这导致了CPS复杂性的增加,因此需要对不确定性进行管理,以确保这些系统的可信度。我们的论文主要关注不确定性管理(UM)在一般和更具体的CPS情境感知(SA)的背景下。这背后的动机是SA的重要作用及其许多固有的不确定性。为此,首先,进行了文献综述,以获得UM的艺术状态。随后,我们提出了文献综述中的发现和观察结果,并确定了两个主要挑战-在众多不确定性观点中不一致的理解和术语,以及不同社区之间缺乏合作。在此基础上,最后进行了两个案例研究,以说明所面临的挑战,并就如何应对这些挑战提供了简要的思路。本文的整个调查表明,迫切需要通过加强合作和监管来加强共识。
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Uncertainty Management in Situation Awareness for Cyber-Physical Systems: State of the Art and Challenge
Cyber-Physical Systems (CPS) are a result of highly cross-disciplinary processes and are evolving to perform increasingly challenging tasks in dynamically changing environments. This leads to an increasing CPS complexity and therefore the management of uncertainty to ensure the trustworthiness of these systems is needed. Our paper focuses on uncertainty management (UM) both in general and more specifically in the context of CPS situation awareness (SA). The motivation behind this is the important role of SA and its many inherent uncertainties. To this end, firstly, a literature review is conducted to acquire the state of the art of UM. Later, we present findings and observations from the literature review, with two main challenges identified - inconsistent understanding and terminology among a multitude of uncertainty perspectives, and a lack of collaboration among different communities. On this basis, lastly, two case studies are conducted to exemplify the challenges and provide brief ideas on how to deal with them. The whole investigation in the paper suggests an urgent strengthening of common understanding through enhanced collaboration and regulations.
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