Scheduling hybrid flow shop with sequence-dependent setup times and machines with random breakdowns
Much of the research on operations scheduling problems has either ignored setup times or assumed that setup times on each machine are independent of the job sequence. Furthermore, most scheduling problems which have been discussed in the literature are under the assumption that machines are continuo...
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Published in | International journal of advanced manufacturing technology Vol. 42; no. 1-2; pp. 189 - 201 |
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Main Authors | , , |
Format | Journal Article |
Language | English |
Published |
London
Springer-Verlag
01.05.2009
Springer Nature B.V |
Subjects | |
Online Access | Get full text |
ISSN | 0268-3768 1433-3015 |
DOI | 10.1007/s00170-008-1577-3 |
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Abstract | Much of the research on operations scheduling problems has either ignored setup times or assumed that setup times on each machine are independent of the job sequence. Furthermore, most scheduling problems which have been discussed in the literature are under the assumption that machines are continuously available. Nevertheless, in most real life industries, a machine can be unavailable for many reasons, such as unanticipated breakdowns, i.e., stochastic unavailability, or due to a scheduled preventive maintenance where the periods of unavailability are known in advance, i.e., deterministic unavailability. This paper deals with the hybrid flow shop scheduling problems in which there are sequence-dependent setup times, commonly known as the SDST, and machines which suffer stochastic breakdown to optimize objectives based on expected makespan. This type of production system is found in industries such as chemical, textile, metallurgical, printed circuit board, and automobile manufacture. With the increase in manufacturing complexity, conventional scheduling techniques for generating a reasonable manufacturing schedule have become ineffective. The genetic algorithm can be used to tackle complex problems and produce a reasonable manufacturing schedule within an acceptable time. This paper describes how we can incorporate simulation into genetic algorithm approach to the scheduling of a SDST hybrid flow shop with machines that suffer stochastic breakdown. An overview of the hybrid flow shops and scheduling under stochastic unavailability of machines are presented. Subsequently, the details of incorporated simulation into genetic algorithm approach are described and implemented. Consequently, the results obtained are analyzed with Taguchi experimental design. |
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AbstractList | Much of the research on operations scheduling problems has either ignored setup times or assumed that setup times on each machine are independent of the job sequence. Furthermore, most scheduling problems which have been discussed in the literature are under the assumption that machines are continuously available. Nevertheless, in most real life industries, a machine can be unavailable for many reasons, such as unanticipated breakdowns, i.e., stochastic unavailability, or due to a scheduled preventive maintenance where the periods of unavailability are known in advance, i.e., deterministic unavailability. This paper deals with the hybrid flow shop scheduling problems in which there are sequence-dependent setup times, commonly known as the SDST, and machines which suffer stochastic breakdown to optimize objectives based on expected makespan. This type of production system is found in industries such as chemical, textile, metallurgical, printed circuit board, and automobile manufacture. With the increase in manufacturing complexity, conventional scheduling techniques for generating a reasonable manufacturing schedule have become ineffective. The genetic algorithm can be used to tackle complex problems and produce a reasonable manufacturing schedule within an acceptable time. This paper describes how we can incorporate simulation into genetic algorithm approach to the scheduling of a SDST hybrid flow shop with machines that suffer stochastic breakdown. An overview of the hybrid flow shops and scheduling under stochastic unavailability of machines are presented. Subsequently, the details of incorporated simulation into genetic algorithm approach are described and implemented. Consequently, the results obtained are analyzed with Taguchi experimental design. |
Author | Alem-Tabriz, A. Zandieh, M. Gholami, M. |
Author_xml | – sequence: 1 givenname: M. surname: Gholami fullname: Gholami, M. organization: Department of Industrial and Mechanical Engineering, Azad University – sequence: 2 givenname: M. surname: Zandieh fullname: Zandieh, M. email: m_zandieh@sbu.ac.ir organization: Department of Industrial Management, Management and Accounting Faculty, Shahid Beheshti University – sequence: 3 givenname: A. surname: Alem-Tabriz fullname: Alem-Tabriz, A. organization: Department of Industrial Management, Management and Accounting Faculty, Shahid Beheshti University |
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Keywords | Sequence-dependent setup times Simulation Genetic algorithm Hybrid flow shop cheduling Machine breakdowns Taguchi experimental design |
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SubjectTerms | Breakdown Breakdowns CAE) and Design Circuits Complexity Computer simulation Computer-Aided Engineering (CAD Design of experiments Engineering Genetic algorithms Industrial and Production Engineering Job shops Machine shops Manufacturing Mechanical Engineering Media Management Metallurgy Operation scheduling Organic chemistry Original Article Preventive maintenance Production scheduling Schedules Sequential scheduling Setup times |
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Title | Scheduling hybrid flow shop with sequence-dependent setup times and machines with random breakdowns |
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