Trust-Based Petri Net Model for Fault Detection and Treatment in Automated Manufacturing Systems

被引:7
|
作者
Alzalab, Ebrahim Ali [1 ]
El-Sherbeeny, Ahmed M. [2 ]
El-Meligy, Mohammed A. [2 ]
Rauf, Hafiz Tayyab [3 ]
机构
[1] Xidian Univ, Sch Electromech Engn, Xian 710071, Peoples R China
[2] King Saud Univ, Coll Engn, Ind Engn Dept, Riyadh 11421, Saudi Arabia
[3] Univ Bradford, Fac Engn & Informat, Dept Comp Sci, Bradford BD7 1DP, W Yorkshire, England
关键词
System recovery; Petri nets; Fault detection; Reliability; Tools; Process control; Mathematical models; fault treatment; deadlock; colored Petri net; automated manufacturing system; trust model; DEADLOCK PREVENTION POLICY; ROBUST SUPERVISORY CONTROL; DEPENDENT SIPHONS; NEURAL-NETWORK; ELEMENTARY; DIAGNOSIS; CONTROLLERS; RESOURCES; DESIGN;
D O I
10.1109/ACCESS.2021.3128206
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
Automated manufacturing systems (AMSs) are vulnerable to failures. Trust evaluation is becoming a novel technique for detecting faults in AMSs. In this article, a two-step robust deadlock control strategy for systems with unreliable resources is proposed. Recovery subnets are added for all failure-prone resources of the system model in the first step based on Petri nets. The recovery subnets are applied to a system to ensure the system works in a reliable model. In the second step, a novel hybrid technique combining a trust-model and colored Petri nets is proposed to the detection and handling of faults obtained in the first step. The proposed approach includes the descriptive features of a modular Petri net integration with the trust method. It provides the combination of three kinds of procedures: management of all resource failures, detection, and treatment of faults in a system. Consequently, the proposed model considers not only resolving resource failures in AMSs, but also their treatment once they are detected. Finally, an example from the literature is used to test the proposed approach.
引用
收藏
页码:157997 / 158009
页数:13
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