A multi-agent system for distributed maintenance scheduling. (July 2019)
- Record Type:
- Journal Article
- Title:
- A multi-agent system for distributed maintenance scheduling. (July 2019)
- Main Title:
- A multi-agent system for distributed maintenance scheduling
- Authors:
- Hedjazi, Djalal
Layachi, Fateh
Boubiche, Djallel Eddine - Abstract:
- Highlights : A new distributed approach for corrective maintenance scheduling problem is proposed. The proposed approach enables decision-making for subcontractors in distributed maintenance environment under uncertainty. The proposed approach takes into account the skill level of the resource to represent the imprecise character of the processing time for the maintenance activity and resource. The proposed approach is implemented and evaluated by using multi-agent system and a global schedule can be obtained through interaction among the different agents. The proposed approach produces high-quality schedule in terms of Global Cost, Total Weighted Tardiness Cost and makespan compared to WSPT-H-EDD method. Abstract: Due to the intrinsically geo-distributed subcontracting maintenance activity practice, the maintenance scheduling has for a long time been a major challenge in the industry. This research work presents a methodology to schedule the maintenance activities of geo-distributed assets. A multi-agent system based approach is proposed to enable the decision-making for the subcontractors in a distributed industrial environment under uncertainty. An auction based negotiation mechanism is designed to promote competition and cooperation among the different agents, and to obtain global good schedule.Compared to the Weighted Shortest Processing Time first–Heuristic–Earliest Due Date ( WSPT-H-EDD ) method, the experimental results show that the proposed approach is able toHighlights : A new distributed approach for corrective maintenance scheduling problem is proposed. The proposed approach enables decision-making for subcontractors in distributed maintenance environment under uncertainty. The proposed approach takes into account the skill level of the resource to represent the imprecise character of the processing time for the maintenance activity and resource. The proposed approach is implemented and evaluated by using multi-agent system and a global schedule can be obtained through interaction among the different agents. The proposed approach produces high-quality schedule in terms of Global Cost, Total Weighted Tardiness Cost and makespan compared to WSPT-H-EDD method. Abstract: Due to the intrinsically geo-distributed subcontracting maintenance activity practice, the maintenance scheduling has for a long time been a major challenge in the industry. This research work presents a methodology to schedule the maintenance activities of geo-distributed assets. A multi-agent system based approach is proposed to enable the decision-making for the subcontractors in a distributed industrial environment under uncertainty. An auction based negotiation mechanism is designed to promote competition and cooperation among the different agents, and to obtain global good schedule.Compared to the Weighted Shortest Processing Time first–Heuristic–Earliest Due Date ( WSPT-H-EDD ) method, the experimental results show that the proposed approach is able to provide scheduling scheme with good performances in terms of Global Cost, Total Weighted Tardiness Cost and makespan. … (more)
- Is Part Of:
- Computers & electrical engineering. Volume 77(2019)
- Journal:
- Computers & electrical engineering
- Issue:
- Volume 77(2019)
- Issue Display:
- Volume 77, Issue 2019 (2019)
- Year:
- 2019
- Volume:
- 77
- Issue:
- 2019
- Issue Sort Value:
- 2019-0077-2019-0000
- Page Start:
- 1
- Page End:
- 11
- Publication Date:
- 2019-07
- Subjects:
- Smart systems -- Multi-agent systems -- Maintenance scheduling -- Resource allocation -- Skill -- Resource constraints
Computer engineering -- Periodicals
Electrical engineering -- Periodicals
Electrical engineering -- Data processing -- Periodicals
Ordinateurs -- Conception et construction -- Périodiques
Électrotechnique -- Périodiques
Électrotechnique -- Informatique -- Périodiques
Computer engineering
Electrical engineering
Electrical engineering -- Data processing
Periodicals
Electronic journals
621.302854 - Journal URLs:
- http://www.sciencedirect.com/science/journal/00457906/ ↗
http://www.elsevier.com/journals ↗ - DOI:
- 10.1016/j.compeleceng.2019.04.016 ↗
- Languages:
- English
- ISSNs:
- 0045-7906
- Deposit Type:
- Legaldeposit
- View Content:
- Available online (eLD content is only available in our Reading Rooms) ↗
- Physical Locations:
- British Library DSC - 3394.680000
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British Library HMNTS - ELD Digital store - Ingest File:
- 11413.xml