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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Autores principales: Ebrahim Ali Alzalab, Ahmed M. El-Sherbeeny, Mohammed A. El-Meligy, Hafiz Tayyab Rauf
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Lenguaje:EN
Publicado: IEEE 2021
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Acceso en línea:https://doaj.org/article/32e74e5f26f3439496469bc115b75866
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spelling 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)
institution DOAJ
collection DOAJ
language EN
topic Fault detection
fault treatment
deadlock
colored Petri net
automated manufacturing system
trust model
Electrical engineering. Electronics. Nuclear engineering
TK1-9971
spellingShingle 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
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