自组织网络物理系统的增强集体数字孪生

Roberto Casadei, Andrea Placuzzi, Mirko Viroli, Danny Weyns
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引用次数: 2

摘要

上下文。自组织和集体计算方法越来越多地应用于大规模网络物理系统(CPS),使它们能够在动态环境中适应和合作。此外,在CPS工程中,数字双胞胎经常被用来提供物理实体的同步逻辑对立物,而在传感器网络中,虚拟设备的不同但相关的概念被用于抽象传感器组。愿景。我们设想了“增强集体数字孪生”的设计概念,即通过纯虚拟设备在集体层面上捕获数字孪生。我们认为,这个概念可以通过提供一个整体的、声明性的和集成的系统视图来促进自组织CPS的工程。方法。通过对逻辑设备分类的回顾和建议,我们重新解释了自组织cps的元模型,并讨论了它如何支持增强的集体数字双胞胎。我们在人群感知导航场景中说明了该方法,其中虚拟设备机会性地集成到系统中以增强空间覆盖,提高导航能力。结论。通过整合物理和虚拟设备,增强集体数字孪生的新概念为自组织cps的自我改进系统功能和智能使用资源铺平了道路。结论。通过整合物理和虚拟设备,增强集体数字孪生的新概念为自组织cps的自我改进系统功能和智能使用资源铺平了道路。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Augmented Collective Digital Twins for Self-Organising Cyber-Physical Systems
Context. Self-organising and collective computing approaches are increasingly applied to large-scale cyber-physical systems (CPS), enabling them to adapt and cooperate in dynamic environments. Also, in CPS engineering, digital twins are often leveraged to provide synchronised logical counterparts of physical entities, whereas in sensor networks the different-but-related concept of virtual device is used e.g. to abstract groups of sensors. Vision. We envision the design concept of “augmented collective digital twin” that captures digital twins at a collective level extended with purely virtual devices. We argue that this concept can foster the engineering of self-organising CPS by providing a holistic, declarative, and integrated system view. Method. From a review and proposed taxonomy of logical devices comprehending both digital twins and virtual devices, we reinterpret a meta-model for self-organising CPSs and discuss how it can support augmented collective digital twins. We illustrate the approach in a crowd-aware navigation scenario, where virtual devices are opportunistically integrated into the system to enhance spatial coverage, improving navigation capabilities. Conclusion. By integrating physical and virtual devices, the novel notion of augmented collective digital twin paves the way to self-improving system functionality and intelligent use of resources in self-organising CPSs. Conclusion. By integrating physical and virtual devices, the novel notion of augmented collective digital twin paves the way to self-improving system functionality and intelligent use of resources in self-organising CPSs.
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