Digital Twin as a Proxy for Industrial Cyber-Physical Systems

Abdullah Aziz, O. Schelén, Ulf Bodin
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引用次数: 2

Abstract

Digital twins (DTs) in industrial cyber-physical systems (ICPSs) are an essential concept for Industry 4.0. In recent years, DT architectures and frameworks for industry have been the focus of several research initiatives regarding analytics, predictive maintenance, virtual evaluation & verification, and fault detection & diagnosis. However, the resource constraint and battery-driven devices in an ICPS environment are facing challenges such as short life spans due to high energy consumption, lower availability of the services, and low security capabilities. To meet these challenges, this paper identifies some critical properties for DTs, including energy efficiency, high availability & state persistence, remote & contention control, and security. To provide services in ICPSs, we define the concept of a DT as a proxy (DTaaP) and a four-layer architectural model for the DTaaP that enables meeting the identified properties. We present a generic proof of concept (PoC) implementation by using Eclipse Ditto, which is an open-source digital twin framework. We evaluate our artifact against the listed properties through an experimental scenario. We show that the DTaaP improves energy efficiency, that the DT can serve as an anchor point for security, and that the DTaaP provides availability and persistence for duty cycling devices. We also identify some limitations of Eclipse Ditto for PoC DTaaP implementation, which can be a focus for future research.
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数字孪生作为工业信息物理系统的代理
工业信息物理系统(icps)中的数字孪生(dt)是工业4.0的基本概念。近年来,工业数据挖掘架构和框架一直是有关分析、预测性维护、虚拟评估和验证以及故障检测和诊断的几个研究计划的焦点。然而,在ICPS环境中,由于资源限制和电池驱动的设备面临着由于高能耗而导致的寿命短、服务可用性低、安全性低等挑战。为了应对这些挑战,本文确定了DTs的一些关键属性,包括能源效率、高可用性和状态持久性、远程和争用控制以及安全性。为了在icp中提供服务,我们将DT定义为代理(DTaaP)和DTaaP的四层体系结构模型,以满足已识别的属性。我们通过使用Eclipse Ditto(一个开源数字孪生框架)提出了一个通用的概念验证(PoC)实现。我们通过一个实验场景根据列出的属性评估我们的工件。我们展示了DTaaP提高了能源效率,DT可以作为安全性的锚点,并且DTaaP为占空比设备提供了可用性和持久性。我们还确定了Eclipse Ditto对PoC DTaaP实现的一些限制,这可以成为未来研究的重点。
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