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 inInternational journal of production economics Vol. 157; pp. 170 - 176
Main Authors Löhndorf, Nils, Riel, Manuel, Minner, Stefan
Format Journal Article
LanguageEnglish
Published Amsterdam Elsevier B.V 01.11.2014
Elsevier Sequoia S.A
Subjects
Online AccessGet full text
ISSN0925-5273
1873-7579
DOI10.1016/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.
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
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  organization: Technische Universität München, Munich, Germany
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Cites_doi 10.1080/07408170208928898
10.1080/05695558008974511
10.1007/s10479-013-1323-6
10.1007/s00291-012-0283-6
10.1162/106365601750190398
10.1287/opre.1060.0297
10.1016/j.simpat.2004.12.003
10.1287/opre.35.5.764
10.1016/j.ejor.2010.06.011
10.1016/j.ijpe.2006.10.010
10.1016/S0925-5273(98)00247-3
10.1287/opre.40.4.736
10.1287/mnsc.42.6.783
10.1007/s00291-002-0101-7
10.1080/00207541003738899
10.1287/opre.46.6.883
10.1016/j.ejor.2006.06.060
10.1002/1520-6750(199509)42:6<889::AID-NAV3220420604>3.0.CO;2-1
10.1080/0740817X.2012.662310
10.1016/S0925-5273(03)00201-9
10.1016/j.ijpe.2006.02.008
10.1016/S0377-2217(99)00284-2
10.1016/S0305-0483(98)00042-5
10.1080/07408170500232495
10.1016/0167-6377(83)90048-2
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Keywords Multi-product
Lot-sizing and scheduling
Simulation optimization
Sequence-dependent setups
Inventory
Stochastic demand
Language English
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References Helsgaun (bib12) 2000; 126
Federgruen, Katalan (bib7) 1996; 42
Winands, Adan, van Houtum (bib25) 2011; 210
Kämpf, Köchel (bib15) 2006; 104
Paternina-Arboleda, Das (bib20) 2005; 13
Graves (bib9) 1980; 12
Federgruen, Katalan (bib8) 1998; 46
Allahverdi, Ng, Cheng, Kovalyov (bib2) 2008; 187
Chen, Tsui, Barton, Meckesheimer (bib4) 2006; 38
Dobson (bib5) 1987; 35
Altiok, Shiue (bib3) 1995; 42
Jonker, Volgenant (bib13) 1983; 2
Dobson (bib6) 1992; 40
Allahverdi, Gupta, Aldowaisan (bib1) 1999; 27
Kallrath (bib14) 2002; 24
Helber, Sahling, Schimmelpfeng (bib11) 2013; 35
Sox, Jackson, Bowman, Muckstadt (bib22) 1999; 62
Karalli, Flowers (bib16) 2006; 54
Vaughan (bib23) 2007; 107
Löhndorf, Minner (bib19) 2013; 45
Wagner, Smits (bib24) 2004; 90
Hansen, Ostermeier (bib10) 2001; 9
Shirodkara, Madhusudanan Pillaib, Sridharanb (bib21) 2011; 49
Krieg, Kuhn (bib17) 2002; 34
Liberopoulos, Pandelis, Hatzikonstantinou (bib18) 2013; 209
Altiok (10.1016/j.ijpe.2014.05.006_bib3) 1995; 42
Chen (10.1016/j.ijpe.2014.05.006_bib4) 2006; 38
Graves (10.1016/j.ijpe.2014.05.006_bib9) 1980; 12
Dobson (10.1016/j.ijpe.2014.05.006_bib6) 1992; 40
Löhndorf (10.1016/j.ijpe.2014.05.006_bib19) 2013; 45
Helsgaun (10.1016/j.ijpe.2014.05.006_bib12) 2000; 126
Kallrath (10.1016/j.ijpe.2014.05.006_bib14) 2002; 24
Hansen (10.1016/j.ijpe.2014.05.006_bib10) 2001; 9
Liberopoulos (10.1016/j.ijpe.2014.05.006_bib18) 2013; 209
Paternina-Arboleda (10.1016/j.ijpe.2014.05.006_bib20) 2005; 13
Jonker (10.1016/j.ijpe.2014.05.006_bib13) 1983; 2
Allahverdi (10.1016/j.ijpe.2014.05.006_bib2) 2008; 187
Allahverdi (10.1016/j.ijpe.2014.05.006_bib1) 1999; 27
Krieg (10.1016/j.ijpe.2014.05.006_bib17) 2002; 34
Vaughan (10.1016/j.ijpe.2014.05.006_bib23) 2007; 107
Karalli (10.1016/j.ijpe.2014.05.006_bib16) 2006; 54
Federgruen (10.1016/j.ijpe.2014.05.006_bib8) 1998; 46
Kämpf (10.1016/j.ijpe.2014.05.006_bib15) 2006; 104
Sox (10.1016/j.ijpe.2014.05.006_bib22) 1999; 62
Dobson (10.1016/j.ijpe.2014.05.006_bib5) 1987; 35
Shirodkara (10.1016/j.ijpe.2014.05.006_bib21) 2011; 49
Federgruen (10.1016/j.ijpe.2014.05.006_bib7) 1996; 42
Winands (10.1016/j.ijpe.2014.05.006_bib25) 2011; 210
Helber (10.1016/j.ijpe.2014.05.006_bib11) 2013; 35
Wagner (10.1016/j.ijpe.2014.05.006_bib24) 2004; 90
References_xml – volume: 209
  start-page: 179
  year: 2013
  end-page: 205
  ident: bib18
  article-title: The stochastic economic lot sizing problem for non-stop multi-grade production with sequence-restricted setup changeovers
  publication-title: Annals of Operations Research
– volume: 62
  start-page: 181
  year: 1999
  end-page: 200
  ident: bib22
  article-title: A review of the stochastic lot scheduling problem
  publication-title: Int. J. Prod. Econ.
– volume: 187
  start-page: 985
  year: 2008
  end-page: 1032
  ident: bib2
  article-title: A survey of scheduling problems with setup times or costs
  publication-title: Eur. J. Oper. Res.
– volume: 38
  start-page: 273
  year: 2006
  end-page: 291
  ident: bib4
  article-title: A review on design, modeling and applications of computer experiments
  publication-title: IIE Trans.
– volume: 42
  start-page: 783
  year: 1996
  end-page: 796
  ident: bib7
  article-title: The stochastic economic lot scheduling problem
  publication-title: Manag. Sci.
– volume: 24
  start-page: 219
  year: 2002
  end-page: 250
  ident: bib14
  article-title: Planning and scheduling in the process industry
  publication-title: OR Spectr.
– volume: 42
  start-page: 889
  year: 1995
  end-page: 913
  ident: bib3
  article-title: Single-stage, multi-product production/inventory systems with lost sales
  publication-title: Naval Res. Logist.
– volume: 35
  start-page: 75
  year: 2013
  end-page: 105
  ident: bib11
  article-title: Dynamic capacitated lot sizing with random demand and dynamic safety stocks
  publication-title: OR Spectr.
– volume: 12
  start-page: 233
  year: 1980
  end-page: 240
  ident: bib9
  article-title: The multi-product production cycling problem
  publication-title: AIIE Trans.
– volume: 90
  start-page: 391
  year: 2004
  end-page: 402
  ident: bib24
  article-title: A local search algorithm for the optimization of the stochastic economic lot scheduling problem
  publication-title: Int. J. Prod. Econ.
– volume: 2
  start-page: 161
  year: 1983
  end-page: 163
  ident: bib13
  article-title: Transforming asymmetric into symmetric traveling salesman problems
  publication-title: Oper. Res. Lett.
– volume: 13
  start-page: 389
  year: 2005
  end-page: 406
  ident: bib20
  article-title: A multi-agent reinforcement learning approach to obtaining dynamic control policies for stochastic lot scheduling problem
  publication-title: Simul. Model. Pract. Theory
– volume: 210
  start-page: 1
  year: 2011
  end-page: 9
  ident: bib25
  article-title: The stochastic economic lot scheduling problem
  publication-title: Eur. J. Oper. Res.
– volume: 54
  start-page: 523
  year: 2006
  end-page: 531
  ident: bib16
  article-title: The multiple-family ELSP with safety stocks
  publication-title: Oper. Res.
– volume: 45
  start-page: 796
  year: 2013
  end-page: 810
  ident: bib19
  article-title: Simulation optimization for the stochastic economic lot-scheduling problem
  publication-title: IIE Trans.
– volume: 49
  start-page: 2925
  year: 2011
  end-page: 2939
  ident: bib21
  article-title: On the feasibility of sequence-dependent economic lot scheduling problem
  publication-title: Int. J. Prod. Res.
– volume: 9
  start-page: 159
  year: 2001
  end-page: 195
  ident: bib10
  article-title: Completely derandomized self-adaptation in evolution strategies
  publication-title: Evol. Comput.
– volume: 35
  start-page: 764
  year: 1987
  end-page: 771
  ident: bib5
  article-title: The economic lot-scheduling problem
  publication-title: Oper. Res.
– volume: 40
  start-page: 736
  year: 1992
  end-page: 749
  ident: bib6
  article-title: The cyclic lot scheduling problem with sequence dependent setups
  publication-title: Oper. Res.
– volume: 34
  start-page: 613
  year: 2002
  end-page: 625
  ident: bib17
  article-title: A decomposition method for multi-product Kanban systems with setup times and lost sales
  publication-title: IIE Trans.
– volume: 107
  start-page: 518
  year: 2007
  end-page: 527
  ident: bib23
  article-title: Cyclical schedules vs. dynamic sequencing
  publication-title: Int. J. Prod. Econ.
– volume: 27
  start-page: 219
  year: 1999
  end-page: 239
  ident: bib1
  article-title: A review of scheduling research involving setup considerations
  publication-title: Omega
– volume: 46
  start-page: 883
  year: 1998
  end-page: 898
  ident: bib8
  article-title: Determining production schedules under base-stock policies in single facility multi-item production systems
  publication-title: Oper. Res.
– volume: 104
  start-page: 191
  year: 2006
  end-page: 200
  ident: bib15
  article-title: Simulation-based sequencing and lot size optimization for a production-and-inventory system with multiple items
  publication-title: Int. J. Prod. Econ.
– volume: 126
  start-page: 106
  year: 2000
  end-page: 130
  ident: bib12
  article-title: An effective implementation of the Lin–Kernighan traveling salesman heuristic
  publication-title: Eur. J. Oper. Res.
– volume: 34
  start-page: 613
  issue: 7
  year: 2002
  ident: 10.1016/j.ijpe.2014.05.006_bib17
  article-title: A decomposition method for multi-product Kanban systems with setup times and lost sales
  publication-title: IIE Trans.
  doi: 10.1080/07408170208928898
– volume: 12
  start-page: 233
  issue: 3
  year: 1980
  ident: 10.1016/j.ijpe.2014.05.006_bib9
  article-title: The multi-product production cycling problem
  publication-title: AIIE Trans.
  doi: 10.1080/05695558008974511
– volume: 209
  start-page: 179
  issue: 1
  year: 2013
  ident: 10.1016/j.ijpe.2014.05.006_bib18
  article-title: The stochastic economic lot sizing problem for non-stop multi-grade production with sequence-restricted setup changeovers
  publication-title: Annals of Operations Research
  doi: 10.1007/s10479-013-1323-6
– volume: 35
  start-page: 75
  issue: 1
  year: 2013
  ident: 10.1016/j.ijpe.2014.05.006_bib11
  article-title: Dynamic capacitated lot sizing with random demand and dynamic safety stocks
  publication-title: OR Spectr.
  doi: 10.1007/s00291-012-0283-6
– volume: 9
  start-page: 159
  issue: 2
  year: 2001
  ident: 10.1016/j.ijpe.2014.05.006_bib10
  article-title: Completely derandomized self-adaptation in evolution strategies
  publication-title: Evol. Comput.
  doi: 10.1162/106365601750190398
– volume: 54
  start-page: 523
  issue: 3
  year: 2006
  ident: 10.1016/j.ijpe.2014.05.006_bib16
  article-title: The multiple-family ELSP with safety stocks
  publication-title: Oper. Res.
  doi: 10.1287/opre.1060.0297
– volume: 13
  start-page: 389
  issue: 5
  year: 2005
  ident: 10.1016/j.ijpe.2014.05.006_bib20
  article-title: A multi-agent reinforcement learning approach to obtaining dynamic control policies for stochastic lot scheduling problem
  publication-title: Simul. Model. Pract. Theory
  doi: 10.1016/j.simpat.2004.12.003
– volume: 35
  start-page: 764
  issue: 5
  year: 1987
  ident: 10.1016/j.ijpe.2014.05.006_bib5
  article-title: The economic lot-scheduling problem
  publication-title: Oper. Res.
  doi: 10.1287/opre.35.5.764
– volume: 210
  start-page: 1
  issue: 1
  year: 2011
  ident: 10.1016/j.ijpe.2014.05.006_bib25
  article-title: The stochastic economic lot scheduling problem
  publication-title: Eur. J. Oper. Res.
  doi: 10.1016/j.ejor.2010.06.011
– volume: 107
  start-page: 518
  issue: 2
  year: 2007
  ident: 10.1016/j.ijpe.2014.05.006_bib23
  article-title: Cyclical schedules vs. dynamic sequencing
  publication-title: Int. J. Prod. Econ.
  doi: 10.1016/j.ijpe.2006.10.010
– volume: 62
  start-page: 181
  issue: 3
  year: 1999
  ident: 10.1016/j.ijpe.2014.05.006_bib22
  article-title: A review of the stochastic lot scheduling problem
  publication-title: Int. J. Prod. Econ.
  doi: 10.1016/S0925-5273(98)00247-3
– volume: 40
  start-page: 736
  issue: 4
  year: 1992
  ident: 10.1016/j.ijpe.2014.05.006_bib6
  article-title: The cyclic lot scheduling problem with sequence dependent setups
  publication-title: Oper. Res.
  doi: 10.1287/opre.40.4.736
– volume: 42
  start-page: 783
  issue: 6
  year: 1996
  ident: 10.1016/j.ijpe.2014.05.006_bib7
  article-title: The stochastic economic lot scheduling problem
  publication-title: Manag. Sci.
  doi: 10.1287/mnsc.42.6.783
– volume: 24
  start-page: 219
  issue: 3
  year: 2002
  ident: 10.1016/j.ijpe.2014.05.006_bib14
  article-title: Planning and scheduling in the process industry
  publication-title: OR Spectr.
  doi: 10.1007/s00291-002-0101-7
– volume: 49
  start-page: 2925
  issue: 10
  year: 2011
  ident: 10.1016/j.ijpe.2014.05.006_bib21
  article-title: On the feasibility of sequence-dependent economic lot scheduling problem
  publication-title: Int. J. Prod. Res.
  doi: 10.1080/00207541003738899
– volume: 46
  start-page: 883
  issue: 6
  year: 1998
  ident: 10.1016/j.ijpe.2014.05.006_bib8
  article-title: Determining production schedules under base-stock policies in single facility multi-item production systems
  publication-title: Oper. Res.
  doi: 10.1287/opre.46.6.883
– volume: 187
  start-page: 985
  issue: 3
  year: 2008
  ident: 10.1016/j.ijpe.2014.05.006_bib2
  article-title: A survey of scheduling problems with setup times or costs
  publication-title: Eur. J. Oper. Res.
  doi: 10.1016/j.ejor.2006.06.060
– volume: 42
  start-page: 889
  issue: 6
  year: 1995
  ident: 10.1016/j.ijpe.2014.05.006_bib3
  article-title: Single-stage, multi-product production/inventory systems with lost sales
  publication-title: Naval Res. Logist.
  doi: 10.1002/1520-6750(199509)42:6<889::AID-NAV3220420604>3.0.CO;2-1
– volume: 45
  start-page: 796
  issue: 7
  year: 2013
  ident: 10.1016/j.ijpe.2014.05.006_bib19
  article-title: Simulation optimization for the stochastic economic lot-scheduling problem
  publication-title: IIE Trans.
  doi: 10.1080/0740817X.2012.662310
– volume: 90
  start-page: 391
  issue: 3
  year: 2004
  ident: 10.1016/j.ijpe.2014.05.006_bib24
  article-title: A local search algorithm for the optimization of the stochastic economic lot scheduling problem
  publication-title: Int. J. Prod. Econ.
  doi: 10.1016/S0925-5273(03)00201-9
– volume: 104
  start-page: 191
  issue: 1
  year: 2006
  ident: 10.1016/j.ijpe.2014.05.006_bib15
  article-title: Simulation-based sequencing and lot size optimization for a production-and-inventory system with multiple items
  publication-title: Int. J. Prod. Econ.
  doi: 10.1016/j.ijpe.2006.02.008
– volume: 126
  start-page: 106
  issue: 1
  year: 2000
  ident: 10.1016/j.ijpe.2014.05.006_bib12
  article-title: An effective implementation of the Lin–Kernighan traveling salesman heuristic
  publication-title: Eur. J. Oper. Res.
  doi: 10.1016/S0377-2217(99)00284-2
– volume: 27
  start-page: 219
  issue: 2
  year: 1999
  ident: 10.1016/j.ijpe.2014.05.006_bib1
  article-title: A review of scheduling research involving setup considerations
  publication-title: Omega
  doi: 10.1016/S0305-0483(98)00042-5
– volume: 38
  start-page: 273
  issue: 4
  year: 2006
  ident: 10.1016/j.ijpe.2014.05.006_bib4
  article-title: A review on design, modeling and applications of computer experiments
  publication-title: IIE Trans.
  doi: 10.1080/07408170500232495
– volume: 2
  start-page: 161
  issue: 4
  year: 1983
  ident: 10.1016/j.ijpe.2014.05.006_bib13
  article-title: Transforming asymmetric into symmetric traveling salesman problems
  publication-title: Oper. Res. Lett.
  doi: 10.1016/0167-6377(83)90048-2
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Snippet We consider the stochastic economic lot scheduling problem (SELSP) with lost sales and random demand where switching between products is subject to...
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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
URI https://dx.doi.org/10.1016/j.ijpe.2014.05.006
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