网络制造系统对级联故障的容忍度分析

IF 3.9 3区 计算机科学 Q2 COMPUTER SCIENCE, INFORMATION SYSTEMS ACM Transactions on Internet Technology Pub Date : 2023-01-12 DOI:10.1145/3579847
Xiuwen Fu, P. Pace, G. Aloi, A. Guerrieri, Wenfeng Li, G. Fortino
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引用次数: 4

摘要

在实际的网络制造系统(CMS)中,节点组件是信息的转发器和服务的提供者。这种双重作用使整个系统具有典型的物理服务交互特性,使CMS比一般制造系统更容易受到级联故障的影响。在这项工作中,为了合理地描述CMS的级联过程,我们首先从物理服务网络的角度为CMS开发了一个相互依赖的网络模型。在此基础上,充分考虑了物理网络面向路由的负载分布特性和服务网络的选择性负载分布特性,设计了一个实用的CMS级联故障模型。通过大量实验,验证了所提出模型的可靠性,并获得了一些有意义的发现:1)对物理网络的攻击更有可能引发级联故障,并可能造成更大的破坏;2) 在级联故障过程中,相互依赖故障是导致服务网络性能下降的主要原因;3) 在级联故障期间,隔离故障是物理网络性能下降的主要原因。所获得的结果当然可以帮助用户设计一个更可靠的CMS来应对级联故障。
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Tolerance Analysis of Cyber-Manufacturing Systems to Cascading Failures
In practical cyber-manufacturing systems (CMS), the node component is the forwarder of information and the provider of services. This dual role makes the whole system have the typical physical-services interaction characteristic, making CMS more vulnerable to cascading failures than general manufacturing systems. In this work, in order to reasonably characterize the cascading process of CMS, we first develop an interdependent network model for CMS from a physical-service networking perspective. On this basis, a realistic cascading failure model for CMS is designed with full consideration of the routing-oriented load distribution characteristics of the physical network and selective load distribution characteristics of the service network. Through extensive experiments, the soundness of the proposed model has been verified and some meaningful findings have been obtained: 1) attacks on the physical network are more likely to trigger cascading failures and may cause more damage; 2) interdependency failures are the main cause of performance degradation in the service network during cascading failures; 3) isolation failures are the main cause of performance degradation in the physical network during cascading failures. The obtained results can certainly help users to design a more reliable CMS against cascading failures.
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来源期刊
ACM Transactions on Internet Technology
ACM Transactions on Internet Technology 工程技术-计算机:软件工程
CiteScore
10.30
自引率
1.90%
发文量
137
审稿时长
>12 weeks
期刊介绍: ACM Transactions on Internet Technology (TOIT) brings together many computing disciplines including computer software engineering, computer programming languages, middleware, database management, security, knowledge discovery and data mining, networking and distributed systems, communications, performance and scalability etc. TOIT will cover the results and roles of the individual disciplines and the relationshipsamong them.
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