基于物联网网关成本指数的边缘云协作系统维护优化方法论

IF 9.4 1区 工程技术 Q1 ENGINEERING, INDUSTRIAL Reliability Engineering & System Safety Pub Date : 2024-07-20 DOI:10.1016/j.ress.2024.110370
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引用次数: 0

摘要

在工业物联网(IIoT)中,由于工业设备和传感器的激增,特别是在实时数据处理和分析应用中,云计算面临着巨大的数据处理压力和安全挑战。然而,较少研究 IIoT 中边缘云协作系统(ECCS)的数据传输可靠性和数据中断处理的维护问题。本文提出了一种基于网关成本指标的ECCS维护优化方法。首先,考虑任务运行时间、丢包率和带宽等关键通信指标,提出了ECCS不同网络拓扑的可靠性模型。然后,考虑到外部环境对 ECCS 的影响,提出了基于重要性的网关成本指数。通过多目标编程对维护优化进行了研究。分析了当 ECCS 的智能网关受到外部干扰导致大规模故障时的具体维护步骤。最后,提供了星型拓扑结构和总线拓扑结构的两个数值示例来演示所提出的方法。
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Maintenance optimization methodology of edge cloud collaborative systems based on a gateway cost index in IIoT

In the Industrial Internet of Things (IIoT), cloud computing faces enormous data processing pressure and security challenges due to the surge in industrial devices and sensors, especially in real-time data processing and analysis applications. However, fewer researchers study the reliability of data transmission and the maintenance of data interruption processing of edge cloud collaborative systems (ECCS) in IIoT. This paper proposes a maintenance optimization methodology of ECCS based on a gateway cost index. Firstly, a reliability model of different network topologies of ECCS is proposed considering key communication indicators of task runtime, packet loss rate, and bandwidth. Then, considering the impact of external environments on ECCS, an importance-based Gateway Cost Index is proposed. A maintenance optimization is studied by conducting a multi-objective programming. The specific maintenance steps are analyzed when the intelligent gateways of ECCS are subjected to large-scale failures caused by external interference. At last, two numerical examples with star topology and bus topology are provided to demonstrate the proposed methods.

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来源期刊
Reliability Engineering & System Safety
Reliability Engineering & System Safety 管理科学-工程:工业
CiteScore
15.20
自引率
39.50%
发文量
621
审稿时长
67 days
期刊介绍: Elsevier publishes Reliability Engineering & System Safety in association with the European Safety and Reliability Association and the Safety Engineering and Risk Analysis Division. The international journal is devoted to developing and applying methods to enhance the safety and reliability of complex technological systems, like nuclear power plants, chemical plants, hazardous waste facilities, space systems, offshore and maritime systems, transportation systems, constructed infrastructure, and manufacturing plants. The journal normally publishes only articles that involve the analysis of substantive problems related to the reliability of complex systems or present techniques and/or theoretical results that have a discernable relationship to the solution of such problems. An important aim is to balance academic material and practical applications.
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