A beam-search-based constructive heuristic for the PFSP to minimise total flowtime

In this paper we present a beam-search-based constructive heuristic to solve the permutation flowshop scheduling problem with total flowtime minimisation as objective. This well-known problem is NP-hard, and several heuristics have been developed in the literature. The proposed algorithm is inspired...

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Veröffentlicht in:Computers & operations research Jg. 81; S. 167 - 177
Hauptverfasser: Fernandez-Viagas, Victor, Framinan, Jose M.
Format: Journal Article
Sprache:Englisch
Veröffentlicht: New York Elsevier Ltd 01.05.2017
Pergamon Press Inc
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ISSN:0305-0548, 1873-765X, 0305-0548
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Abstract In this paper we present a beam-search-based constructive heuristic to solve the permutation flowshop scheduling problem with total flowtime minimisation as objective. This well-known problem is NP-hard, and several heuristics have been developed in the literature. The proposed algorithm is inspired in the logic of the beam search, although it remains a fast constructive heuristic. The results obtained by the proposed algorithm outperform those obtained by other constructive heuristics in the literature for the problem, thus modifying substantially the state-of-the-art of efficient approximate procedures for the problem. In addition, the proposed algorithm even outperforms two of the best metaheuristics for many instances of the problem, using much lesser computation effort. The excellent performance of the proposal is also proved by the fact that the new heuristic found new best upper bounds for 35 of the 120 instances in Taillard’s benchmark.
AbstractList In this paper we present a beam-search-based constructive heuristic to solve the permutation flowshop scheduling problem with total flowtime minimisation as objective. This well-known problem is NP-hard, and several heuristics have been developed in the literature. The proposed algorithm is inspired in the logic of the beam search, although it remains a fast constructive heuristic. The results obtained by the proposed algorithm outperform those obtained by other constructive heuristics in the literature for the problem, thus modifying substantially the state-of-the-art of efficient approximate procedures for the problem. In addition, the proposed algorithm even outperforms two of the best metaheuristics for many instances of the problem, using much lesser computation effort. The excellent performance of the proposal is also proved by the fact that the new heuristic found new best upper bounds for 35 of the 120 instances in Taillard's benchmark.
In this paper we present a beam-search-based constructive heuristic to solve the permutation flowshop scheduling problem with total flowtime minimisation as objective. This well-known problem is NP-hard, and several heuristics have been developed in the literature. The proposed algorithm is inspired in the logic of the beam search, although it remains a fast constructive heuristic. The results obtained by the proposed algorithm outperform those obtained by other constructive heuristics in the literature for the problem, thus modifying substantially the state-of-the-art of efficient approximate procedures for the problem. In addition, the proposed algorithm even outperforms two of the best metaheuristics for many instances of the problem, using much lesser computation effort. The excellent performance of the proposal is also proved by the fact that the new heuristic found new best upper bounds for 35 of the 120 instances in Taillard’s benchmark.
Author Fernandez-Viagas, Victor
Framinan, Jose M.
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  givenname: Jose M.
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Cites_doi 10.1016/j.cor.2012.08.021
10.1016/j.cor.2003.11.002
10.1016/j.ejor.2004.04.017
10.1016/0305-0483(83)90088-9
10.1016/j.cor.2015.02.002
10.1016/j.ejor.2005.12.009
10.1016/j.cor.2016.04.007
10.1016/S0925-5273(01)00228-6
10.1016/j.omega.2006.11.003
10.1016/j.cor.2012.05.018
10.1016/j.cor.2013.12.012
10.1080/00207540701418960
10.1057/palgrave.jors.2601784
10.1016/0925-5273(93)90024-F
10.1016/j.cie.2005.01.020
10.1287/moor.1.2.117
10.1016/j.ejor.2012.04.034
10.1080/0020754050056417
10.1057/jors.2008.191
10.1016/j.cor.2007.05.005
10.1016/j.cor.2014.08.004
10.1016/j.omega.2008.05.002
10.1016/j.cie.2008.03.003
10.1016/S0377-2217(98)00319-1
10.1057/palgrave.jors.2601389
10.1002/nav.3800010110
10.1016/S0377-2217(01)00278-8
10.1016/S0377-2217(96)00273-1
10.1016/S0305-0548(98)00060-4
10.1016/S0377-2217(00)00137-5
10.1016/j.cor.2006.11.004
10.1016/0377-2217(93)90182-M
10.1016/j.cor.2006.08.016
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Keywords Heuristics
PFSP
Beam search
Scheduling
Flowshop
Flowtime
Total completion time
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References Rajendran, Ziegler (bib0027) 1997; 103
Johnson (bib0017) 1954; 1
Lowerre (bib0021) 1976
Della Croce, T’kindt (bib0004) 2002; 53
Framinan, Leisten, Ruiz-Usano (bib0013) 2002; 141
Valente (bib0033) 2010; 61
Pan, Ruiz (bib0024) 2013; 40
Fernandez-Viagas, Framinan (bib0009) 2015; 53
Pan, Tasgetiren, Liang (bib0025) 2008; 55
Ruiz, Stützle (bib0030) 2007; 177
Liu, Reeves (bib0020) 2001; 132
Ruiz, Maroto (bib0029) 2005; 165
Dong, Huang, Chen (bib0006) 2008; 35
Framinan, Leisten, Ruiz-Usano (bib0014) 2005; 32
Holm (bib0016) 1979; 6
Fernandez-Viagas, Framinan (bib0008) 2014; 45
Framinan, Leisten, Ruiz (bib0012) 2014
Li, Wang, Wu (bib0019) 2009; 37
Garey, Johnson, Sethi (bib0015) 1976; 1
Allahverdi, Aldowaisan (bib0002) 2002; 77
Abedinnia, Glock, Brill (bib0001) 2016; 74
Framinan, Gupta, Leisten (bib0010) 2004; 55
Framinan, Leisten (bib0011) 2008; 46
Pan, Ruiz (bib0023) 2012; 222
Valente, Alves (bib0035) 2008; 35
Armentano, Ronconi (bib0003) 1999; 26
Nawaz, Enscore Jr., Ham (bib0022) 1983; 11
Taillard (bib0032) 1993; 64
Dong, Chen, Huang, Nowak (bib0005) 2013; 40
Rajendran (bib0026) 1993; 29
Sabuncuoglu, Bayiz (bib0031) 1999; 118
Valente, Alves (bib0034) 2005; 48
Laha, Sarin (bib0018) 2009; 37
Reza Hejazi, Saghafian (bib0028) 2005; 43
Fernandez-Viagas, Framinan (bib0007) 2015; 60
Vallada, Ruiz, Minella (bib0036) 2008; 35
Johnson (10.1016/j.cor.2016.12.020_bib0017) 1954; 1
Liu (10.1016/j.cor.2016.12.020_bib0020) 2001; 132
Pan (10.1016/j.cor.2016.12.020_sbref0023) 2012; 222
Vallada (10.1016/j.cor.2016.12.020_sbref0036) 2008; 35
Framinan (10.1016/j.cor.2016.12.020_bib0012) 2014
Holm (10.1016/j.cor.2016.12.020_bib0016) 1979; 6
Allahverdi (10.1016/j.cor.2016.12.020_sbref0002) 2002; 77
Fernandez-Viagas (10.1016/j.cor.2016.12.020_sbref0008) 2014; 45
Rajendran (10.1016/j.cor.2016.12.020_sbref0026) 1993; 29
Fernandez-Viagas (10.1016/j.cor.2016.12.020_sbref0007) 2015; 60
Dong (10.1016/j.cor.2016.12.020_sbref0005) 2013; 40
Ruiz (10.1016/j.cor.2016.12.020_bib0029) 2005; 165
Armentano (10.1016/j.cor.2016.12.020_sbref0003) 1999; 26
Framinan (10.1016/j.cor.2016.12.020_sbref0011) 2008; 46
Reza Hejazi (10.1016/j.cor.2016.12.020_bib0028) 2005; 43
Framinan (10.1016/j.cor.2016.12.020_sbref0013) 2002; 141
Della Croce (10.1016/j.cor.2016.12.020_sbref0004) 2002; 53
Fernandez-Viagas (10.1016/j.cor.2016.12.020_sbref0009) 2015; 53
Sabuncuoglu (10.1016/j.cor.2016.12.020_sbref0031) 1999; 118
Valente (10.1016/j.cor.2016.12.020_sbref0033) 2010; 61
Framinan (10.1016/j.cor.2016.12.020_sbref0014) 2005; 32
Dong (10.1016/j.cor.2016.12.020_sbref0006) 2008; 35
Taillard (10.1016/j.cor.2016.12.020_bib0032) 1993; 64
Laha (10.1016/j.cor.2016.12.020_bib0018) 2009; 37
Valente (10.1016/j.cor.2016.12.020_sbref0035) 2008; 35
Garey (10.1016/j.cor.2016.12.020_sbref0015) 1976; 1
Framinan (10.1016/j.cor.2016.12.020_bib0010) 2004; 55
Pan (10.1016/j.cor.2016.12.020_sbref0025) 2008; 55
Rajendran (10.1016/j.cor.2016.12.020_bib0027) 1997; 103
Li (10.1016/j.cor.2016.12.020_sbref0019) 2009; 37
Nawaz (10.1016/j.cor.2016.12.020_bib0022) 1983; 11
Ruiz (10.1016/j.cor.2016.12.020_bib0030) 2007; 177
Lowerre (10.1016/j.cor.2016.12.020_bib0021) 1976
Valente (10.1016/j.cor.2016.12.020_sbref0034) 2005; 48
Abedinnia (10.1016/j.cor.2016.12.020_bib0001) 2016; 74
Pan (10.1016/j.cor.2016.12.020_sbref0024) 2013; 40
References_xml – volume: 6
  start-page: 65
  year: 1979
  end-page: 70
  ident: bib0016
  article-title: A simple sequentially rejective multiple test procedure
  publication-title: Scand J Stat
– volume: 141
  start-page: 559
  year: 2002
  end-page: 569
  ident: bib0013
  article-title: Efficient heuristics for flowshop sequencing with the objectives of makespan and flowtime minimisation
  publication-title: Eur J Oper Res
– volume: 222
  start-page: 31
  year: 2012
  end-page: 43
  ident: bib0023
  article-title: Local search methods for the flowshop scheduling problem with flowtime minimization
  publication-title: Eur J Oper Res
– volume: 55
  start-page: 795
  year: 2008
  end-page: 816
  ident: bib0025
  article-title: A discrete differential evolution algorithm for the permutation flowshop scheduling problem
  publication-title: Comput Ind Eng
– volume: 35
  start-page: 2388
  year: 2008
  end-page: 2405
  ident: bib0035
  article-title: Beam search algorithms for the single machine total weighted tardiness scheduling problem with sequence-dependent setups
  publication-title: Comput Oper Res
– volume: 40
  start-page: 117
  year: 2013
  end-page: 128
  ident: bib0024
  article-title: A comprehensive review and evaluation of permutation flowshop heuristics to minimize flowtime
  publication-title: Comput Oper Res
– volume: 11
  start-page: 91
  year: 1983
  end-page: 95
  ident: bib0022
  article-title: A heuristic algorithm for the m-machine, n-job flow-shop sequencing problem
  publication-title: OMEGA Int J Manage Sci
– volume: 40
  start-page: 627
  year: 2013
  end-page: 632
  ident: bib0005
  article-title: A multi-restart iterated local search algorithm for the permutation flow shop problem minimizing total flow time
  publication-title: Comput Oper Res
– year: 2014
  ident: bib0012
  article-title: Manufacturing scheduling systems: an integrated view on models, methods and tools
– volume: 37
  start-page: 155
  year: 2009
  end-page: 164
  ident: bib0019
  article-title: Efficient composite heuristics for total flowtime minimization in permutation flow shops
  publication-title: Omega
– year: 1976
  ident: bib0021
  publication-title: The HARPY speecch recognition system
– volume: 77
  start-page: 71
  year: 2002
  end-page: 83
  ident: bib0002
  article-title: New heuristics to minimize total completion time in m-machine flowshops
  publication-title: Int J Prod Econ
– volume: 53
  start-page: 1275
  year: 2002
  end-page: 1280
  ident: bib0004
  article-title: A recovering beam search algorithm for the one-machine dynamic total completion time scheduling problem
  publication-title: J Oper Res Soc
– volume: 60
  start-page: 27
  year: 2015
  end-page: 36
  ident: bib0007
  article-title: NEH-based heuristics for the permutation flowshop scheduling problem to minimise total tardiness
  publication-title: Comput Oper Res
– volume: 165
  start-page: 479
  year: 2005
  end-page: 494
  ident: bib0029
  article-title: A comprehensive review and evaluation of permutation flowshop heuristics
  publication-title: Eur J Oper Res
– volume: 74
  start-page: 165
  year: 2016
  end-page: 174
  ident: bib0001
  article-title: New simple constructive heuristic algorithms for minimizing total flow-time in the permutation flowshop scheduling problem
  publication-title: Comput Oper Res
– volume: 53
  start-page: 68
  year: 2015
  end-page: 80
  ident: bib0009
  article-title: A new set of high-performing heuristics to minimise flowtime in permutation flowshops
  publication-title: Comput Oper Res
– volume: 1
  start-page: 117
  year: 1976
  end-page: 129
  ident: bib0015
  article-title: Complexity of flowshop and jobshop scheduling
  publication-title: Math Oper Res
– volume: 35
  start-page: 1350
  year: 2008
  end-page: 1373
  ident: bib0036
  article-title: Minimising total tardiness in the m-machine flowshop problem: a review and evaluation of heuristics and metaheuristics
  publication-title: Comput Oper Res
– volume: 35
  start-page: 3962
  year: 2008
  end-page: 3968
  ident: bib0006
  article-title: An improved NEH-based heuristic for the permutation flowshop problem
  publication-title: Comput Oper Res
– volume: 45
  start-page: 60
  year: 2014
  end-page: 67
  ident: bib0008
  article-title: On insertion tie-breaking rules in heuristics for the permutation flowshop scheduling problem
  publication-title: Comput Oper Res
– volume: 1
  start-page: 61
  year: 1954
  end-page: 68
  ident: bib0017
  article-title: Optimal two- and three-stage production schedules with setup times included
  publication-title: Nav Res Logist Q
– volume: 103
  start-page: 129
  year: 1997
  end-page: 138
  ident: bib0027
  article-title: An efficient heuristic for scheduling in a flowshop to minimize total weighted flowtime of jobs
  publication-title: Eur J Oper Res
– volume: 29
  start-page: 65
  year: 1993
  end-page: 73
  ident: bib0026
  article-title: Heuristic algorithm for scheduling in a flowshop to minimize total flowtime
  publication-title: Int J Prod Econ
– volume: 43
  start-page: 2895
  year: 2005
  end-page: 2929
  ident: bib0028
  article-title: Flowshop-scheduling problems with makespan criterion: a review
  publication-title: Int J Prod Res
– volume: 61
  start-page: 620
  year: 2010
  end-page: 631
  ident: bib0033
  article-title: Beam search heuristics for quadratic earliness and tardiness scheduling
  publication-title: J Oper Res Soc
– volume: 26
  start-page: 219
  year: 1999
  end-page: 235
  ident: bib0003
  article-title: Tabu search for total tardiness minimization in flowshop scheduling problems
  publication-title: Comput Oper Res
– volume: 55
  start-page: 1243
  year: 2004
  end-page: 1255
  ident: bib0010
  article-title: A review and classification of heuristics for permutation flow-shop scheduling with makespan objective
  publication-title: J Oper Res Soc
– volume: 132
  start-page: 439
  year: 2001
  end-page: 452
  ident: bib0020
  article-title: Constructive and composite heuristic solutions to the
  publication-title: Eur J Oper Res
– volume: 64
  start-page: 278
  year: 1993
  end-page: 285
  ident: bib0032
  article-title: Benchmarks for basic scheduling problems
  publication-title: Eur J Oper Res
– volume: 177
  start-page: 2033
  year: 2007
  end-page: 2049
  ident: bib0030
  article-title: A simple and effective iterated greedy algorithm for the permutation flowshop scheduling problem
  publication-title: Eur J Oper Res
– volume: 118
  start-page: 390
  year: 1999
  end-page: 412
  ident: bib0031
  article-title: Job shop scheduling with beam search
  publication-title: Eur J Oper Res
– volume: 46
  start-page: 6479
  year: 2008
  end-page: 6498
  ident: bib0011
  article-title: Total tardiness minimization in permutation flow shops: a simple approach based on a variable greedy algorithm
  publication-title: Int J Prod Res
– volume: 48
  start-page: 363
  year: 2005
  end-page: 375
  ident: bib0034
  article-title: Filtered and recovering beam search algorithms for the early/tardy scheduling problem with no idle time
  publication-title: Comput Ind Eng
– volume: 32
  start-page: 1237
  year: 2005
  end-page: 1254
  ident: bib0014
  article-title: Comparison of heuristics for flowtime minimisation in permutation flowshops
  publication-title: Comput Oper Res
– volume: 37
  start-page: 734
  year: 2009
  end-page: 739
  ident: bib0018
  article-title: A heuristic to minimize total flow time in permutation flow shop
  publication-title: Omega
– volume: 40
  start-page: 627
  issue: 2
  year: 2013
  ident: 10.1016/j.cor.2016.12.020_sbref0005
  article-title: A multi-restart iterated local search algorithm for the permutation flow shop problem minimizing total flow time
  publication-title: Comput Oper Res
  doi: 10.1016/j.cor.2012.08.021
– volume: 32
  start-page: 1237
  issue: 5
  year: 2005
  ident: 10.1016/j.cor.2016.12.020_sbref0014
  article-title: Comparison of heuristics for flowtime minimisation in permutation flowshops
  publication-title: Comput Oper Res
  doi: 10.1016/j.cor.2003.11.002
– volume: 165
  start-page: 479
  issue: 2
  year: 2005
  ident: 10.1016/j.cor.2016.12.020_bib0029
  article-title: A comprehensive review and evaluation of permutation flowshop heuristics
  publication-title: Eur J Oper Res
  doi: 10.1016/j.ejor.2004.04.017
– volume: 11
  start-page: 91
  issue: 1
  year: 1983
  ident: 10.1016/j.cor.2016.12.020_bib0022
  article-title: A heuristic algorithm for the m-machine, n-job flow-shop sequencing problem
  publication-title: OMEGA Int J Manage Sci
  doi: 10.1016/0305-0483(83)90088-9
– volume: 60
  start-page: 27
  year: 2015
  ident: 10.1016/j.cor.2016.12.020_sbref0007
  article-title: NEH-based heuristics for the permutation flowshop scheduling problem to minimise total tardiness
  publication-title: Comput Oper Res
  doi: 10.1016/j.cor.2015.02.002
– volume: 177
  start-page: 2033
  issue: 3
  year: 2007
  ident: 10.1016/j.cor.2016.12.020_bib0030
  article-title: A simple and effective iterated greedy algorithm for the permutation flowshop scheduling problem
  publication-title: Eur J Oper Res
  doi: 10.1016/j.ejor.2005.12.009
– volume: 74
  start-page: 165
  year: 2016
  ident: 10.1016/j.cor.2016.12.020_bib0001
  article-title: New simple constructive heuristic algorithms for minimizing total flow-time in the permutation flowshop scheduling problem
  publication-title: Comput Oper Res
  doi: 10.1016/j.cor.2016.04.007
– volume: 77
  start-page: 71
  issue: 1
  year: 2002
  ident: 10.1016/j.cor.2016.12.020_sbref0002
  article-title: New heuristics to minimize total completion time in m-machine flowshops
  publication-title: Int J Prod Econ
  doi: 10.1016/S0925-5273(01)00228-6
– year: 2014
  ident: 10.1016/j.cor.2016.12.020_bib0012
– volume: 37
  start-page: 155
  issue: 1
  year: 2009
  ident: 10.1016/j.cor.2016.12.020_sbref0019
  article-title: Efficient composite heuristics for total flowtime minimization in permutation flow shops
  publication-title: Omega
  doi: 10.1016/j.omega.2006.11.003
– volume: 40
  start-page: 117
  issue: 1
  year: 2013
  ident: 10.1016/j.cor.2016.12.020_sbref0024
  article-title: A comprehensive review and evaluation of permutation flowshop heuristics to minimize flowtime
  publication-title: Comput Oper Res
  doi: 10.1016/j.cor.2012.05.018
– volume: 45
  start-page: 60
  issue: 0
  year: 2014
  ident: 10.1016/j.cor.2016.12.020_sbref0008
  article-title: On insertion tie-breaking rules in heuristics for the permutation flowshop scheduling problem
  publication-title: Comput Oper Res
  doi: 10.1016/j.cor.2013.12.012
– volume: 46
  start-page: 6479
  issue: 22
  year: 2008
  ident: 10.1016/j.cor.2016.12.020_sbref0011
  article-title: Total tardiness minimization in permutation flow shops: a simple approach based on a variable greedy algorithm
  publication-title: Int J Prod Res
  doi: 10.1080/00207540701418960
– volume: 55
  start-page: 1243
  issue: 12
  year: 2004
  ident: 10.1016/j.cor.2016.12.020_bib0010
  article-title: A review and classification of heuristics for permutation flow-shop scheduling with makespan objective
  publication-title: J Oper Res Soc
  doi: 10.1057/palgrave.jors.2601784
– volume: 29
  start-page: 65
  issue: 1
  year: 1993
  ident: 10.1016/j.cor.2016.12.020_sbref0026
  article-title: Heuristic algorithm for scheduling in a flowshop to minimize total flowtime
  publication-title: Int J Prod Econ
  doi: 10.1016/0925-5273(93)90024-F
– volume: 48
  start-page: 363
  issue: 2
  year: 2005
  ident: 10.1016/j.cor.2016.12.020_sbref0034
  article-title: Filtered and recovering beam search algorithms for the early/tardy scheduling problem with no idle time
  publication-title: Comput Ind Eng
  doi: 10.1016/j.cie.2005.01.020
– volume: 1
  start-page: 117
  issue: 2
  year: 1976
  ident: 10.1016/j.cor.2016.12.020_sbref0015
  article-title: Complexity of flowshop and jobshop scheduling
  publication-title: Math Oper Res
  doi: 10.1287/moor.1.2.117
– volume: 222
  start-page: 31
  issue: 1
  year: 2012
  ident: 10.1016/j.cor.2016.12.020_sbref0023
  article-title: Local search methods for the flowshop scheduling problem with flowtime minimization
  publication-title: Eur J Oper Res
  doi: 10.1016/j.ejor.2012.04.034
– volume: 43
  start-page: 2895
  issue: 14
  year: 2005
  ident: 10.1016/j.cor.2016.12.020_bib0028
  article-title: Flowshop-scheduling problems with makespan criterion: a review
  publication-title: Int J Prod Res
  doi: 10.1080/0020754050056417
– volume: 61
  start-page: 620
  issue: 4
  year: 2010
  ident: 10.1016/j.cor.2016.12.020_sbref0033
  article-title: Beam search heuristics for quadratic earliness and tardiness scheduling
  publication-title: J Oper Res Soc
  doi: 10.1057/jors.2008.191
– volume: 35
  start-page: 3962
  issue: 12
  year: 2008
  ident: 10.1016/j.cor.2016.12.020_sbref0006
  article-title: An improved NEH-based heuristic for the permutation flowshop problem
  publication-title: Comput Oper Res
  doi: 10.1016/j.cor.2007.05.005
– volume: 53
  start-page: 68
  issue: 0
  year: 2015
  ident: 10.1016/j.cor.2016.12.020_sbref0009
  article-title: A new set of high-performing heuristics to minimise flowtime in permutation flowshops
  publication-title: Comput Oper Res
  doi: 10.1016/j.cor.2014.08.004
– volume: 37
  start-page: 734
  issue: 3
  year: 2009
  ident: 10.1016/j.cor.2016.12.020_bib0018
  article-title: A heuristic to minimize total flow time in permutation flow shop
  publication-title: Omega
  doi: 10.1016/j.omega.2008.05.002
– volume: 6
  start-page: 65
  year: 1979
  ident: 10.1016/j.cor.2016.12.020_bib0016
  article-title: A simple sequentially rejective multiple test procedure
  publication-title: Scand J Stat
– volume: 55
  start-page: 795
  issue: 4
  year: 2008
  ident: 10.1016/j.cor.2016.12.020_sbref0025
  article-title: A discrete differential evolution algorithm for the permutation flowshop scheduling problem
  publication-title: Comput Ind Eng
  doi: 10.1016/j.cie.2008.03.003
– volume: 118
  start-page: 390
  issue: 2
  year: 1999
  ident: 10.1016/j.cor.2016.12.020_sbref0031
  article-title: Job shop scheduling with beam search
  publication-title: Eur J Oper Res
  doi: 10.1016/S0377-2217(98)00319-1
– volume: 53
  start-page: 1275
  issue: 11
  year: 2002
  ident: 10.1016/j.cor.2016.12.020_sbref0004
  article-title: A recovering beam search algorithm for the one-machine dynamic total completion time scheduling problem
  publication-title: J Oper Res Soc
  doi: 10.1057/palgrave.jors.2601389
– volume: 1
  start-page: 61
  year: 1954
  ident: 10.1016/j.cor.2016.12.020_bib0017
  article-title: Optimal two- and three-stage production schedules with setup times included
  publication-title: Nav Res Logist Q
  doi: 10.1002/nav.3800010110
– year: 1976
  ident: 10.1016/j.cor.2016.12.020_bib0021
– volume: 141
  start-page: 559
  issue: 3
  year: 2002
  ident: 10.1016/j.cor.2016.12.020_sbref0013
  article-title: Efficient heuristics for flowshop sequencing with the objectives of makespan and flowtime minimisation
  publication-title: Eur J Oper Res
  doi: 10.1016/S0377-2217(01)00278-8
– volume: 103
  start-page: 129
  year: 1997
  ident: 10.1016/j.cor.2016.12.020_bib0027
  article-title: An efficient heuristic for scheduling in a flowshop to minimize total weighted flowtime of jobs
  publication-title: Eur J Oper Res
  doi: 10.1016/S0377-2217(96)00273-1
– volume: 26
  start-page: 219
  issue: 3
  year: 1999
  ident: 10.1016/j.cor.2016.12.020_sbref0003
  article-title: Tabu search for total tardiness minimization in flowshop scheduling problems
  publication-title: Comput Oper Res
  doi: 10.1016/S0305-0548(98)00060-4
– volume: 132
  start-page: 439
  year: 2001
  ident: 10.1016/j.cor.2016.12.020_bib0020
  article-title: Constructive and composite heuristic solutions to the P||∑ci scheduling problem
  publication-title: Eur J Oper Res
  doi: 10.1016/S0377-2217(00)00137-5
– volume: 35
  start-page: 2388
  issue: 7
  year: 2008
  ident: 10.1016/j.cor.2016.12.020_sbref0035
  article-title: Beam search algorithms for the single machine total weighted tardiness scheduling problem with sequence-dependent setups
  publication-title: Comput Oper Res
  doi: 10.1016/j.cor.2006.11.004
– volume: 64
  start-page: 278
  issue: 2
  year: 1993
  ident: 10.1016/j.cor.2016.12.020_bib0032
  article-title: Benchmarks for basic scheduling problems
  publication-title: Eur J Oper Res
  doi: 10.1016/0377-2217(93)90182-M
– volume: 35
  start-page: 1350
  issue: 4
  year: 2008
  ident: 10.1016/j.cor.2016.12.020_sbref0036
  article-title: Minimising total tardiness in the m-machine flowshop problem: a review and evaluation of heuristics and metaheuristics
  publication-title: Comput Oper Res
  doi: 10.1016/j.cor.2006.08.016
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Snippet In this paper we present a beam-search-based constructive heuristic to solve the permutation flowshop scheduling problem with total flowtime minimisation as...
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SubjectTerms Algorithms
Beam search
Flowshop
Flowtime
Heuristic
Heuristics
Job shops
PFSP
Scheduling
Scheduling algorithms
Studies
Total completion time
Title A beam-search-based constructive heuristic for the PFSP to minimise total flowtime
URI https://dx.doi.org/10.1016/j.cor.2016.12.020
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