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Modeling and Analysis of Cyber–Physical System Based on Object-Oriente Generalized Stochastic Petri Net

Haiyang Hu, Jiawei Yu, Zhongjin Li, Jie Chen, Hua Hu

2020IEEE Transactions on Reliability22 citationsDOI

Abstract

Cyber–physical system (CPS) is a complex system that contains multiple components working cooperatively. According to its characteristics, we propose an object-oriented generalized stochastic Petri net (OGSPN), in which the CPS is abstracted into several types of objects and its logical structure and working process is visually described. Moreover, we model and measure the time consumed by each activity in CPS for quantitative analysis. To simplify the process of performance analysis on this model, in this article we propose a compression algorithm to convert OGSPN into a generalized stochastic Petri net (GSPN). Considering the uncertainty in CPS, we use a fuzzy mathematics based method to process the compressed model of GSPN for improving the accuracy of the performance analysis. We apply our method to a real-world thick metal plate production line in a manufacturing company, and the availability of our method is verified by extensive experiments.

Topics & Concepts

Stochastic Petri netPetri netComputer scienceCyber-physical systemProcess (computing)Measure (data warehouse)Stochastic processProduction lineFuzzy logicObject (grammar)Theoretical computer scienceData miningDistributed computingReliability engineeringReal-time computingAlgorithmArtificial intelligenceMathematicsProgramming languageEngineeringStatisticsOperating systemMechanical engineeringPetri Nets in System ModelingBusiness Process Modeling and AnalysisSimulation Techniques and Applications