Trust-Based Petri Net Model for Fault Detection and Treatment in Automated Manufacturing Systems
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-p...
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2021
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oai:doaj.org-article:32e74e5f26f3439496469bc115b758662021-12-03T00:00:22ZTrust-Based Petri Net Model for Fault Detection and Treatment in Automated Manufacturing Systems2169-353610.1109/ACCESS.2021.3128206https://doaj.org/article/32e74e5f26f3439496469bc115b758662021-01-01T00:00:00Zhttps://ieeexplore.ieee.org/document/9615089/https://doaj.org/toc/2169-3536Automated 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.Ebrahim Ali AlzalabAhmed M. El-SherbeenyMohammed A. El-MeligyHafiz Tayyab RaufIEEEarticleFault detectionfault treatmentdeadlockcolored Petri netautomated manufacturing systemtrust modelElectrical engineering. Electronics. Nuclear engineeringTK1-9971ENIEEE Access, Vol 9, Pp 157997-158009 (2021) |
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DOAJ |
language |
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Fault detection fault treatment deadlock colored Petri net automated manufacturing system trust model Electrical engineering. Electronics. Nuclear engineering TK1-9971 |
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Fault detection fault treatment deadlock colored Petri net automated manufacturing system trust model Electrical engineering. Electronics. Nuclear engineering TK1-9971 Ebrahim Ali Alzalab Ahmed M. El-Sherbeeny Mohammed A. El-Meligy Hafiz Tayyab Rauf Trust-Based Petri Net Model for Fault Detection and Treatment in Automated Manufacturing Systems |
description |
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. |
format |
article |
author |
Ebrahim Ali Alzalab Ahmed M. El-Sherbeeny Mohammed A. El-Meligy Hafiz Tayyab Rauf |
author_facet |
Ebrahim Ali Alzalab Ahmed M. El-Sherbeeny Mohammed A. El-Meligy Hafiz Tayyab Rauf |
author_sort |
Ebrahim Ali Alzalab |
title |
Trust-Based Petri Net Model for Fault Detection and Treatment in Automated Manufacturing Systems |
title_short |
Trust-Based Petri Net Model for Fault Detection and Treatment in Automated Manufacturing Systems |
title_full |
Trust-Based Petri Net Model for Fault Detection and Treatment in Automated Manufacturing Systems |
title_fullStr |
Trust-Based Petri Net Model for Fault Detection and Treatment in Automated Manufacturing Systems |
title_full_unstemmed |
Trust-Based Petri Net Model for Fault Detection and Treatment in Automated Manufacturing Systems |
title_sort |
trust-based petri net model for fault detection and treatment in automated manufacturing systems |
publisher |
IEEE |
publishDate |
2021 |
url |
https://doaj.org/article/32e74e5f26f3439496469bc115b75866 |
work_keys_str_mv |
AT ebrahimalialzalab trustbasedpetrinetmodelforfaultdetectionandtreatmentinautomatedmanufacturingsystems AT ahmedmelsherbeeny trustbasedpetrinetmodelforfaultdetectionandtreatmentinautomatedmanufacturingsystems AT mohammedaelmeligy trustbasedpetrinetmodelforfaultdetectionandtreatmentinautomatedmanufacturingsystems AT hafiztayyabrauf trustbasedpetrinetmodelforfaultdetectionandtreatmentinautomatedmanufacturingsystems |
_version_ |
1718373981523804160 |