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Job Shop Scheduling by pheromone approach in a dynamic environment
- Source :
- International Journal of Computer Integrated Manufacturing, International Journal of Computer Integrated Manufacturing, Taylor & Francis, 2010, 23 (05), pp.412-424. ⟨10.1080/09511921003642170⟩
- Publication Year :
- 2010
- Publisher :
- HAL CCSD, 2010.
-
Abstract
- International audience; Job shop scheduling problem is a NP-hard problem, therefore the objective is to create a schedule that satisfies all the constraints while taking as little overall time as possible. The paper concerns the job shop scheduling problem in cellular manufacturing systems; the schedule is created by a pheromone based approach. The proposed approach is carried out by a Multi Agent Architecture and it is compared with a coordination approach proposed in literature used as a benchmark. A simulation environment developed in ARENA® package was used to implement the approaches and evaluate the performance measures. The performance measures investigated are: throughput time, throughput, Work In Process, machines average utilization and tardiness. Several scenarios are considered: from static to very dynamic conditions for internal and external exceptions of the manufacturing system. The simulation results highlighted that the performance of the proposed approach are comparable with the benchmark when the customer demand has a high fluctuation and the manufacturing system is less dynamic.
- Subjects :
- 0209 industrial biotechnology
Schedule
Engineering
Job shop scheduling
business.industry
Mechanical Engineering
Tardiness
Cellular manufacturing
Real-time computing
Aerospace Engineering
02 engineering and technology
Flow shop scheduling
Dynamic priority scheduling
Industrial engineering
Computer Science Applications
020901 industrial engineering & automation
Physical Sciences
0202 electrical engineering, electronic engineering, information engineering
Benchmark (computing)
020201 artificial intelligence & image processing
Electrical and Electronic Engineering
business
Throughput (business)
Subjects
Details
- Language :
- English
- ISSN :
- 0951192X and 13623052
- Database :
- OpenAIRE
- Journal :
- International Journal of Computer Integrated Manufacturing, International Journal of Computer Integrated Manufacturing, Taylor & Francis, 2010, 23 (05), pp.412-424. ⟨10.1080/09511921003642170⟩
- Accession number :
- edsair.doi.dedup.....0d5b6c4bff9a0181400a4672a54b7438
- Full Text :
- https://doi.org/10.1080/09511921003642170⟩