Simulation optimization for the stochastic economic lot scheduling problem with sequence-dependent setup times
We consider the stochastic economic lot scheduling problem (SELSP) with lost sales and random demand where switching between products is subject to sequence-dependent setup times. We propose a solution based on simulation optimization using an iterative two-step procedure which combines global polic...
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Published in | International journal of production economics Vol. 157; pp. 170 - 176 |
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Main Authors | , , |
Format | Journal Article |
Language | English |
Published |
Amsterdam
Elsevier B.V
01.11.2014
Elsevier Sequoia S.A |
Subjects | |
Online Access | Get full text |
ISSN | 0925-5273 1873-7579 |
DOI | 10.1016/j.ijpe.2014.05.006 |
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Abstract | We consider the stochastic economic lot scheduling problem (SELSP) with lost sales and random demand where switching between products is subject to sequence-dependent setup times. We propose a solution based on simulation optimization using an iterative two-step procedure which combines global policy search with local search heuristics for the traveling salesman sequencing subproblem. To optimize the production cycle, we compare two criteria: minimizing total setup times and evenly distributing setups to obtain a more regular production cycle. Based on a numerical study, we find that a policy with a balanced production cycle leads to lower cost than other policies with unbalanced cycles.
•This paper analyzes the stochastic economic lot-scheduling problem with sequence dependent setup times.•A simulation optimization methodology is presented.•The proposed policy with balanced setups for the products outperforms other fixed-cycle policies. |
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AbstractList | We consider the stochastic economic lot scheduling problem (SELSP) with lost sales and random demand where switching between products is subject to sequence-dependent setup times. We propose a solution based on simulation optimization using an iterative two-step procedure which combines global policy search with local search heuristics for the traveling salesman sequencing subproblem. To optimize the production cycle, we compare two criteria: minimizing total setup times and evenly distributing setups to obtain a more regular production cycle. Based on a numerical study, we find that a policy with a balanced production cycle leads to lower cost than other policies with unbalanced cycles.
•This paper analyzes the stochastic economic lot-scheduling problem with sequence dependent setup times.•A simulation optimization methodology is presented.•The proposed policy with balanced setups for the products outperforms other fixed-cycle policies. We consider the stochastic economic lot scheduling problem (SELSP) with lost sales and random demand where switching between products is subject to sequence-dependent setup times. We propose a solution based on simulation optimization using an iterative two-step procedure which combines global policy search with local search heuristics for the traveling salesman sequencing subproblem. To optimize the production cycle, we compare two criteria: minimizing total setup times and evenly distributing setups to obtain a more regular production cycle. Based on a numerical study, we find that a policy with a balanced production cycle leads to lower cost than other policies with unbalanced cycles. |
Author | Löhndorf, Nils Riel, Manuel Minner, Stefan |
Author_xml | – sequence: 1 givenname: Nils surname: Löhndorf fullname: Löhndorf, Nils email: nils.loehndorf@wu.ac.at organization: Vienna University of Economics and Business, Vienna, Austria – sequence: 2 givenname: Manuel surname: Riel fullname: Riel, Manuel email: m@nuelriel.com – sequence: 3 givenname: Stefan surname: Minner fullname: Minner, Stefan email: stefan.minner@tum.de organization: Technische Universität München, Munich, Germany |
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Keywords | Multi-product Lot-sizing and scheduling Simulation optimization Sequence-dependent setups Inventory Stochastic demand |
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SubjectTerms | Heuristic Inventory Iterative methods Job shops Lot-sizing and scheduling Multi-product Optimization techniques Production scheduling Sequence-dependent setups Simulation optimization Stochastic demand Stochastic models Studies Traveling salesman problem |
Title | Simulation optimization for the stochastic economic lot scheduling problem with sequence-dependent setup times |
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