Minimizing makespan in a group shop with fuzzy release dates and processing times

This paper deals with a fuzzy group shop scheduling problem. The group shop scheduling problem is a general formulation that includes the flow shop, the job shop, and the open shop scheduling problems. Job release dates and processing times are considered to be triangular fuzzy numbers. The objectiv...

Full description

Saved in:
Bibliographic Details
Published in:International journal of advanced manufacturing technology Vol. 66; no. 9-12; pp. 2063 - 2074
Main Authors: Ahmadizar, Fardin, Zarei, Alireza
Format: Journal Article
Language:English
Published: London Springer-Verlag 01.06.2013
Springer Nature B.V
Subjects:
ISSN:0268-3768, 1433-3015
Online Access:Get full text
Tags: Add Tag
No Tags, Be the first to tag this record!
Abstract This paper deals with a fuzzy group shop scheduling problem. The group shop scheduling problem is a general formulation that includes the flow shop, the job shop, and the open shop scheduling problems. Job release dates and processing times are considered to be triangular fuzzy numbers. The objective is to find a job schedule that minimizes the maximum completion time or makespan. First, the problem is formulated in a form of fuzzy programming and then prepared in a form of deterministic mixed binary integer linear programming by applying the chance-constrained programming. To solve the problem, an efficient genetic algorithm hybridized with an improvement procedure is developed. Both Lamarckian and Baldwinian versions are then implemented and evaluated through computational experiments.
AbstractList This paper deals with a fuzzy group shop scheduling problem. The group shop scheduling problem is a general formulation that includes the flow shop, the job shop, and the open shop scheduling problems. Job release dates and processing times are considered to be triangular fuzzy numbers. The objective is to find a job schedule that minimizes the maximum completion time or makespan. First, the problem is formulated in a form of fuzzy programming and then prepared in a form of deterministic mixed binary integer linear programming by applying the chance-constrained programming. To solve the problem, an efficient genetic algorithm hybridized with an improvement procedure is developed. Both Lamarckian and Baldwinian versions are then implemented and evaluated through computational experiments.
Author Ahmadizar, Fardin
Zarei, Alireza
Author_xml – sequence: 1
  givenname: Fardin
  surname: Ahmadizar
  fullname: Ahmadizar, Fardin
  email: f.ahmadizar@uok.ac.ir
  organization: Department of Industrial Engineering, University of Kurdistan
– sequence: 2
  givenname: Alireza
  surname: Zarei
  fullname: Zarei, Alireza
  organization: Department of Industrial Engineering, University of Kurdistan
BookMark eNp9kEtLw0AUhQdRsK3-AHcDrqPz6mSylOILKiLoerhJbtqpzSTOpEj7602IIAi6upvznXP5puTYNx4JueDsijOWXkfGeMoSxkWilBGJOSITrqRMJOPzYzJhQptEptqckmmMmz6tuTYT8vLkvKvdwfkVreEdYwueOk-BrkKza2lcNy39dN2aVrvDYU8DbhEi0hI6jBR8SdvQFBjjUNC5GuMZOalgG_H8-87I293t6-IhWT7fPy5ulkkhue6SElM1NxpLnhW5FIWWGrQuQQAahUyiwioXKquUgiyDNIc8A85ZlacVNzmTM3I59vYPfOwwdnbT7ILvJ60QWsh5qrjpU3xMFaGJMWBl2-BqCHvLmR3M2dGc7c3ZwZwdmPQXU7gOOtf4LoDb_kuKkYz9il9h-Pnpb-gLMkSFAg
CitedBy_id crossref_primary_10_1016_j_procs_2023_03_130
crossref_primary_10_1016_j_apm_2014_03_035
crossref_primary_10_1155_2016_3763512
crossref_primary_10_3390_a15100334
crossref_primary_10_3390_pr9050789
crossref_primary_10_3233_JIFS_16164
crossref_primary_10_3390_math10030329
crossref_primary_10_1111_itor_13504
Cites_doi 10.1016/j.asoc.2011.08.012
10.1109/TFUZZ.2002.800692
10.1016/0925-5273(94)90118-X
10.1016/0360-8352(93)90265-Y
10.1016/S0360-8352(99)00135-7
10.1016/S0020-0255(00)00066-9
10.1016/0165-0114(94)90210-0
10.1023/B:JMMA.0000038614.39977.6f
10.1007/s00170-009-2379-y
10.1016/j.asoc.2007.06.004
10.1287/mnsc.6.1.73
10.1016/j.ejor.2005.12.021
10.1016/j.advengsoft.2011.10.004
10.1016/0925-5273(95)00091-7
10.1007/s00170-011-3244-3
10.1016/S0888-613X(01)00064-0
10.1016/j.eswa.2007.08.058
10.1287/opre.13.3.400
10.1016/j.eswa.2010.12.101
10.1007/s00170-007-0945-8
10.1016/j.cie.2010.01.002
10.1016/S0165-0114(97)00380-1
10.1080/00207540902814348
10.1016/S1568-4946(02)00069-8
10.1016/S0377-2217(99)00094-6
10.1016/j.amc.2008.05.086
10.1007/s11081-006-9975-6
10.1023/B:JIMS.0000034107.72423.b6
10.1016/j.advengsoft.2005.02.002
10.1007/s00170-008-1594-2
10.1016/j.cor.2009.04.002
10.1007/s00170-011-3767-7
10.1007/11504894_71
ContentType Journal Article
Copyright Springer-Verlag London Limited 2012
The International Journal of Advanced Manufacturing Technology is a copyright of Springer, (2012). All Rights Reserved.
Copyright_xml – notice: Springer-Verlag London Limited 2012
– notice: The International Journal of Advanced Manufacturing Technology is a copyright of Springer, (2012). All Rights Reserved.
DBID AAYXX
CITATION
8FE
8FG
ABJCF
AFKRA
BENPR
BGLVJ
CCPQU
DWQXO
HCIFZ
L6V
M7S
PHGZM
PHGZT
PKEHL
PQEST
PQGLB
PQQKQ
PQUKI
PRINS
PTHSS
DOI 10.1007/s00170-012-4482-8
DatabaseName CrossRef
ProQuest SciTech Collection
ProQuest Technology Collection
Materials Science & Engineering Collection
ProQuest Central UK/Ireland
ProQuest Central
ProQuest Technology Collection
ProQuest One
ProQuest Central Korea
SciTech Premium Collection
ProQuest Engineering Collection
Engineering Database
ProQuest Central Premium
ProQuest One Academic (New)
ProQuest One Academic Middle East (New)
ProQuest One Academic Eastern Edition (DO NOT USE)
ProQuest One Applied & Life Sciences
ProQuest One Academic (retired)
ProQuest One Academic UKI Edition
ProQuest Central China
Engineering Collection
DatabaseTitle CrossRef
Engineering Database
Technology Collection
ProQuest One Academic Middle East (New)
ProQuest One Academic Eastern Edition
SciTech Premium Collection
ProQuest One Community College
ProQuest Technology Collection
ProQuest SciTech Collection
ProQuest Central China
ProQuest Central
ProQuest One Applied & Life Sciences
ProQuest Engineering Collection
ProQuest One Academic UKI Edition
ProQuest Central Korea
Materials Science & Engineering Collection
ProQuest One Academic
ProQuest Central (New)
Engineering Collection
ProQuest One Academic (New)
DatabaseTitleList
Engineering Database
Database_xml – sequence: 1
  dbid: BENPR
  name: ProQuest Central
  url: https://www.proquest.com/central
  sourceTypes: Aggregation Database
DeliveryMethod fulltext_linktorsrc
Discipline Engineering
EISSN 1433-3015
EndPage 2074
ExternalDocumentID 10_1007_s00170_012_4482_8
GroupedDBID -5B
-5G
-BR
-EM
-XW
-XX
-Y2
-~C
.86
.VR
06D
0R~
0VY
123
1N0
1SB
203
28-
29J
29~
2J2
2JN
2JY
2KG
2KM
2LR
2P1
2VQ
2~H
30V
4.4
406
408
409
40D
40E
5GY
5QI
5VS
67Z
6NX
8FE
8FG
8TC
8UJ
95-
95.
95~
96X
9M8
AAAVM
AABHQ
AACDK
AAHNG
AAIAL
AAJBT
AAJKR
AANZL
AARHV
AARTL
AASML
AATNV
AATVU
AAUYE
AAWCG
AAYIU
AAYQN
AAYTO
AAYZH
ABAKF
ABBBX
ABBXA
ABDBF
ABDZT
ABECU
ABFTD
ABFTV
ABHQN
ABJCF
ABJNI
ABJOX
ABKCH
ABKTR
ABMNI
ABMQK
ABNWP
ABQBU
ABQSL
ABSXP
ABTAH
ABTEG
ABTHY
ABTKH
ABTMW
ABULA
ABWNU
ABXPI
ACAOD
ACBXY
ACDTI
ACGFS
ACHSB
ACHXU
ACIWK
ACKNC
ACMDZ
ACMLO
ACOKC
ACOMO
ACPIV
ACUHS
ACZOJ
ADHHG
ADHIR
ADINQ
ADKNI
ADKPE
ADMLS
ADQRH
ADRFC
ADTPH
ADURQ
ADYFF
ADZKW
AEBTG
AEFIE
AEFQL
AEGAL
AEGNC
AEJHL
AEJRE
AEKMD
AEMSY
AENEX
AEOHA
AEPYU
AESKC
AETLH
AEVLU
AEXYK
AFBBN
AFEXP
AFGCZ
AFKRA
AFLOW
AFQWF
AFWTZ
AFZKB
AGAYW
AGDGC
AGGDS
AGJBK
AGMZJ
AGQEE
AGQMX
AGRTI
AGWIL
AGWZB
AGYKE
AHAVH
AHBYD
AHSBF
AHYZX
AIAKS
AIGIU
AIIXL
AILAN
AITGF
AJBLW
AJRNO
AJZVZ
ALMA_UNASSIGNED_HOLDINGS
ALWAN
AMKLP
AMXSW
AMYLF
AMYQR
AOCGG
ARCEE
ARMRJ
ASPBG
AVWKF
AXYYD
AYJHY
AZFZN
B-.
B0M
BA0
BBWZM
BDATZ
BENPR
BGLVJ
BGNMA
BSONS
CAG
CCPQU
COF
CS3
CSCUP
DDRTE
DL5
DNIVK
DPUIP
DU5
EAD
EAP
EAS
EBLON
EBS
EIOEI
EJD
EMK
EPL
ESBYG
ESX
FEDTE
FERAY
FFXSO
FIGPU
FINBP
FNLPD
FRRFC
FSGXE
FWDCC
GGCAI
GGRSB
GJIRD
GNWQR
GQ6
GQ7
GQ8
GXS
H13
HCIFZ
HF~
HG5
HG6
HMJXF
HQYDN
HRMNR
HVGLF
HZ~
I-F
I09
IHE
IJ-
IKXTQ
ITM
IWAJR
IXC
IZIGR
IZQ
I~X
I~Z
J-C
J0Z
JBSCW
JCJTX
JZLTJ
KDC
KOV
KOW
L6V
LAS
LLZTM
M4Y
M7S
MA-
ML~
N2Q
N9A
NB0
NDZJH
NPVJJ
NQJWS
NU0
O9-
O93
O9G
O9I
O9J
OAM
P19
P9P
PF0
PT4
PT5
PTHSS
QOK
QOS
R4E
R89
R9I
RHV
RIG
RNI
RNS
ROL
RPX
RSV
RZK
S16
S1Z
S26
S27
S28
S3B
SAP
SCLPG
SCV
SDH
SDM
SEG
SHX
SISQX
SJYHP
SNE
SNPRN
SNX
SOHCF
SOJ
SPISZ
SRMVM
SSLCW
STPWE
SZN
T13
T16
TN5
TSG
TSK
TSV
TUC
TUS
U2A
UG4
UOJIU
UTJUX
UZXMN
VC2
VFIZW
W23
W48
WK8
YLTOR
Z45
Z5O
Z7R
Z7S
Z7V
Z7W
Z7X
Z7Y
Z7Z
Z81
Z83
Z85
Z86
Z88
Z8M
Z8N
Z8P
Z8Q
Z8R
Z8S
Z8T
Z8U
Z8V
Z8W
Z8Z
Z92
ZMTXR
ZY4
_50
~8M
~A9
~EX
AAPKM
AAYXX
ABBRH
ABDBE
ABFSG
ABRTQ
ACSTC
ADHKG
AEZWR
AFDZB
AFFHD
AFHIU
AFOHR
AGQPQ
AHPBZ
AHWEU
AIXLP
ATHPR
AYFIA
CITATION
PHGZM
PHGZT
PQGLB
DWQXO
PKEHL
PQEST
PQQKQ
PQUKI
PRINS
ID FETCH-LOGICAL-c316t-de74586ed19cb32c636a66da2ae84e03e4efb249f44a99a7bab9a110fb7f18b03
IEDL.DBID M7S
ISICitedReferencesCount 8
ISICitedReferencesURI http://www.webofscience.com/api/gateway?GWVersion=2&SrcApp=Summon&SrcAuth=ProQuest&DestLinkType=CitingArticles&DestApp=WOS_CPL&KeyUT=000319557200076&url=https%3A%2F%2Fcvtisr.summon.serialssolutions.com%2F%23%21%2Fsearch%3Fho%3Df%26include.ft.matches%3Dt%26l%3Dnull%26q%3D
ISSN 0268-3768
IngestDate Tue Nov 04 22:11:45 EST 2025
Sat Nov 29 05:51:03 EST 2025
Tue Nov 18 22:21:02 EST 2025
Fri Feb 21 02:31:20 EST 2025
IsPeerReviewed true
IsScholarly true
Issue 9-12
Keywords Chance-constrained programming
Makespan
Fuzzy processing times
Group shops scheduling
Genetic algorithm
Fuzzy release dates
Language English
License http://www.springer.com/tdm
LinkModel DirectLink
MergedId FETCHMERGED-LOGICAL-c316t-de74586ed19cb32c636a66da2ae84e03e4efb249f44a99a7bab9a110fb7f18b03
Notes ObjectType-Article-1
SourceType-Scholarly Journals-1
ObjectType-Feature-2
content type line 14
PQID 2262357418
PQPubID 2044010
PageCount 12
ParticipantIDs proquest_journals_2262357418
crossref_primary_10_1007_s00170_012_4482_8
crossref_citationtrail_10_1007_s00170_012_4482_8
springer_journals_10_1007_s00170_012_4482_8
PublicationCentury 2000
PublicationDate 20130600
2013-6-00
20130601
PublicationDateYYYYMMDD 2013-06-01
PublicationDate_xml – month: 6
  year: 2013
  text: 20130600
PublicationDecade 2010
PublicationPlace London
PublicationPlace_xml – name: London
– name: Heidelberg
PublicationTitle International journal of advanced manufacturing technology
PublicationTitleAbbrev Int J Adv Manuf Technol
PublicationYear 2013
Publisher Springer-Verlag
Springer Nature B.V
Publisher_xml – name: Springer-Verlag
– name: Springer Nature B.V
References Ignall, Scharge (CR8) 1965; 13
Charnes, Cooper (CR30) 1959; 6
Temiz, Erol (CR7) 2004; 15
Lei (CR19) 2008; 37
Pinedo (CR38) 2008
Lei (CR23) 2010; 48
Mattfeld (CR41) 1995
Blum, Sampels (CR26) 2004; 3
CR17
Niu, Jiao, Gu (CR20) 2008; 205
Liu, Liu (CR32) 2002; 10
CR37
Hong, Wang (CR5) 2000; 129
Lai, Wu (CR12) 2011; 11
Sakawa, Kubota (CR15) 2000; 120
Holland (CR33) 1975
Konno, Ishii (CR25) 2000; 109
Ahmadizar, Ghazanfari, Fatemi Ghomi (CR28) 2009; 42
Ghrayeb (CR16) 2003; 2
Li, Zhu, Yin, Song, Wang, Chen, Ong (CR18) 2005
Ishibuchi, Yamamoto, Murata, Tanaka (CR3) 1994; 67
Alcan, Başlıgil (CR36) 2012; 45
Lei (CR21) 2010; 58
Guo, Wong, Leung, Fan, Chan (CR35) 2008; 35
Dubois, Bezdek (CR31) 1987
Sivanandam, Deepa (CR39) 2008
Khademi Zare, Fakhrzad (CR11) 2011; 38
Sakawa, Mori (CR14) 1996; 36
Tsujimura, Park, Chang, Gen (CR1) 1993; 25
Yao, Lin (CR6) 2002; 29
Petrovic, Song (CR9) 2006; 7
Kuroda, Wang (CR13) 1996; 44
Lei (CR22) 2010; 49
Sadi Nezhad, Ghaleh Assadi (CR10) 2008; 8
CR40
Hu, Yin, Li (CR24) 2011; 56
Ahmadizar, Ghazanfari, Fatemi Ghomi (CR29) 2010; 37
Mok, Kwong, Wong (CR34) 2007; 117
Hong, Chuang (CR4) 1998; 6
Ishibuchi, Yamamoto, Misaki, Tanaka (CR2) 1994; 33
Liu, Ong, Ng (CR27) 2005; 36
D Lei (4482_CR23) 2010; 48
M Pinedo (4482_CR38) 2008
Q Niu (4482_CR20) 2008; 205
H Ishibuchi (4482_CR2) 1994; 33
Y Hu (4482_CR24) 2011; 56
B Liu (4482_CR32) 2002; 10
S Petrovic (4482_CR9) 2006; 7
F Ahmadizar (4482_CR28) 2009; 42
H Ishibuchi (4482_CR3) 1994; 67
ZX Guo (4482_CR35) 2008; 35
TP Hong (4482_CR5) 2000; 129
M Sakawa (4482_CR14) 1996; 36
SN Sivanandam (4482_CR39) 2008
D Dubois (4482_CR31) 1987
JH Holland (4482_CR33) 1975
4482_CR37
I Temiz (4482_CR7) 2004; 15
E Ignall (4482_CR8) 1965; 13
4482_CR17
PY Mok (4482_CR34) 2007; 117
F Ahmadizar (4482_CR29) 2010; 37
H Khademi Zare (4482_CR11) 2011; 38
C Blum (4482_CR26) 2004; 3
P Alcan (4482_CR36) 2012; 45
DC Mattfeld (4482_CR41) 1995
M Sakawa (4482_CR15) 2000; 120
JS Yao (4482_CR6) 2002; 29
D Lei (4482_CR22) 2010; 49
SQ Liu (4482_CR27) 2005; 36
TP Hong (4482_CR4) 1998; 6
PJ Lai (4482_CR12) 2011; 11
M Kuroda (4482_CR13) 1996; 44
A Charnes (4482_CR30) 1959; 6
OA Ghrayeb (4482_CR16) 2003; 2
FM Li (4482_CR18) 2005
Y Tsujimura (4482_CR1) 1993; 25
D Lei (4482_CR19) 2008; 37
S Sadi Nezhad (4482_CR10) 2008; 8
4482_CR40
D Lei (4482_CR21) 2010; 58
T Konno (4482_CR25) 2000; 109
References_xml – volume: 11
  start-page: 4540
  year: 2011
  end-page: 4550
  ident: CR12
  article-title: Evaluate the fuzzy completion times in the fuzzy flow shop scheduling problems using the virus-evolutionary genetic algorithms
  publication-title: Appl Soft Comput
  doi: 10.1016/j.asoc.2011.08.012
– volume: 10
  start-page: 445
  year: 2002
  end-page: 450
  ident: CR32
  article-title: Expected value of fuzzy variable and fuzzy expected value models
  publication-title: IEEE T Fuzzy Syst
  doi: 10.1109/TFUZZ.2002.800692
– volume: 33
  start-page: 53
  year: 1994
  end-page: 66
  ident: CR2
  article-title: Local search algorithms for flow shop scheduling with fuzzy due-dates
  publication-title: Int J Prod Econ
  doi: 10.1016/0925-5273(94)90118-X
– volume: 25
  start-page: 239
  year: 1993
  end-page: 242
  ident: CR1
  article-title: An effective method for solving flow shop scheduling problems with fuzzy processing times
  publication-title: Comput Ind Eng
  doi: 10.1016/0360-8352(93)90265-Y
– volume: 36
  start-page: 325
  year: 1996
  end-page: 341
  ident: CR14
  article-title: An efficient genetic algorithm for job shop scheduling problems with fuzzy processing time and fuzzy duedate
  publication-title: Comput Ind Eng
  doi: 10.1016/S0360-8352(99)00135-7
– volume: 129
  start-page: 227
  year: 2000
  end-page: 237
  ident: CR5
  article-title: Fuzzy flexible flow shops at two-machine centers for continuous fuzzy domains
  publication-title: Inform Sciences
  doi: 10.1016/S0020-0255(00)00066-9
– volume: 67
  start-page: 81
  year: 1994
  end-page: 100
  ident: CR3
  article-title: Genetic algorithms and neighborhood search algorithms for fuzzy flow shop scheduling problems
  publication-title: Fuzzy Set Syst
  doi: 10.1016/0165-0114(94)90210-0
– start-page: 241
  year: 1987
  end-page: 263
  ident: CR31
  article-title: Linear programming with fuzzy data
  publication-title: Analysis of fuzzy information
– volume: 3
  start-page: 285
  year: 2004
  end-page: 308
  ident: CR26
  article-title: An ant colony optimization algorithm for shop scheduling problems
  publication-title: J Math Modell Algorithms
  doi: 10.1023/B:JMMA.0000038614.39977.6f
– ident: CR37
– year: 2008
  ident: CR39
  publication-title: Introduction to genetic algorithms
– volume: 49
  start-page: 253
  year: 2010
  end-page: 262
  ident: CR22
  article-title: Solving fuzzy job shop scheduling problems using random key genetic algorithm
  publication-title: Int J Adv Manuf Tech
  doi: 10.1007/s00170-009-2379-y
– volume: 8
  start-page: 759
  year: 2008
  end-page: 766
  ident: CR10
  article-title: Preference ratio-based maximum operator approximation and its application in fuzzy flow shop scheduling
  publication-title: Appl Soft Comput
  doi: 10.1016/j.asoc.2007.06.004
– volume: 6
  start-page: 73
  year: 1959
  end-page: 79
  ident: CR30
  article-title: Chance constrained programming
  publication-title: Manage Sci
  doi: 10.1287/mnsc.6.1.73
– volume: 117
  start-page: 1876
  year: 2007
  end-page: 1893
  ident: CR34
  article-title: Optimisation of fault-tolerant fabric-cutting schedules using genetic algorithms and fuzzy set theory
  publication-title: Eur J Oper Res
  doi: 10.1016/j.ejor.2005.12.021
– year: 2008
  ident: CR38
  publication-title: Scheduling: theory, algorithms, and systems
– volume: 45
  start-page: 272
  year: 2012
  end-page: 280
  ident: CR36
  article-title: A genetic algorithm application using fuzzy processing times in non-identical parallel machine scheduling problem
  publication-title: Adv Eng Softw
  doi: 10.1016/j.advengsoft.2011.10.004
– ident: CR40
– volume: 44
  start-page: 45
  issue: 1–2
  year: 1996
  end-page: 51
  ident: CR13
  article-title: Fuzzy job shop scheduling
  publication-title: Int J Prod Econ
  doi: 10.1016/0925-5273(95)00091-7
– volume: 56
  start-page: 1125
  year: 2011
  end-page: 1138
  ident: CR24
  article-title: A novel objective function for job-shop scheduling problem with fuzzy processing time and fuzzy due date using differential evolution algorithm
  publication-title: Int J Adv Manuf Technol
  doi: 10.1007/s00170-011-3244-3
– volume: 29
  start-page: 215
  year: 2002
  end-page: 234
  ident: CR6
  article-title: Constructing a fuzzy flow shop sequencing model based on statistical data
  publication-title: Int J Approx Reason
  doi: 10.1016/S0888-613X(01)00064-0
– volume: 35
  start-page: 1788
  year: 2008
  end-page: 1801
  ident: CR35
  article-title: Genetic optimization of order scheduling with multiple uncertainties
  publication-title: Expert Syst Appl
  doi: 10.1016/j.eswa.2007.08.058
– volume: 13
  start-page: 400
  year: 1965
  end-page: 412
  ident: CR8
  article-title: Application of the branch and bound technique to some flow shop scheduling problems
  publication-title: Oper Res
  doi: 10.1287/opre.13.3.400
– volume: 38
  start-page: 7609
  year: 2011
  end-page: 7615
  ident: CR11
  article-title: Solving flexible flow shop problem with a hybrid genetic algorithm and data mining: a fuzzy approach
  publication-title: Expert Syst Appl
  doi: 10.1016/j.eswa.2010.12.101
– volume: 37
  start-page: 157
  year: 2008
  end-page: 165
  ident: CR19
  article-title: Pareto archive particle swarm optimization for multi-objective fuzzy job shop scheduling problems
  publication-title: Int J Adv Manuf Tech
  doi: 10.1007/s00170-007-0945-8
– ident: CR17
– volume: 58
  start-page: 610
  year: 2010
  end-page: 617
  ident: CR21
  article-title: Fuzzy job shop scheduling problem with availability constraints
  publication-title: Comput Ind Eng
  doi: 10.1016/j.cie.2010.01.002
– volume: 109
  start-page: 141
  year: 2000
  end-page: 147
  ident: CR25
  article-title: An open shop scheduling problem with fuzzy allowable time and fuzzy resource constraint
  publication-title: Fuzzy Set Syst
  doi: 10.1016/S0165-0114(97)00380-1
– volume: 48
  start-page: 2995
  year: 2010
  end-page: 3013
  ident: CR23
  article-title: A genetic algorithm for flexible job shop scheduling with fuzzy processing time
  publication-title: Int J Prod Res
  doi: 10.1080/00207540902814348
– year: 1975
  ident: CR33
  publication-title: Adaptation in natural and artificial systems
– year: 1995
  ident: CR41
  publication-title: Evolutionary search and the job shop: investigations on genetic algorithms and production scheduling
– volume: 2
  start-page: 197
  year: 2003
  end-page: 210
  ident: CR16
  article-title: A bi-criteria optimization: minimizing the integral value and spread of the fuzzy makespan of job shop scheduling problems
  publication-title: Appl Soft Comput
  doi: 10.1016/S1568-4946(02)00069-8
– start-page: 992
  year: 2005
  end-page: 1004
  ident: CR18
  article-title: Fuzzy programming for multi-objective fuzzy job shop scheduling with alternative machines through genetic algorithms
  publication-title: ICNC, LNCS 3611
– volume: 120
  start-page: 393
  year: 2000
  end-page: 407
  ident: CR15
  article-title: Fuzzy programming for multiobjective job shop scheduling with fuzzy processing time and fuzzy duedate through genetic algorithms
  publication-title: Eur J Oper Res
  doi: 10.1016/S0377-2217(99)00094-6
– volume: 6
  start-page: 471
  year: 1998
  end-page: 481
  ident: CR4
  article-title: Fuzzy scheduling on two-machine flow shop
  publication-title: J Intell Fuzzy Syst
– volume: 205
  start-page: 148
  year: 2008
  end-page: 158
  ident: CR20
  article-title: Particle swarm optimization combined with genetic operators for job shop scheduling problem with fuzzy processing time
  publication-title: Appl Math Comput
  doi: 10.1016/j.amc.2008.05.086
– volume: 7
  start-page: 329
  year: 2006
  end-page: 342
  ident: CR9
  article-title: A new approach to two machine flow shop problem with uncertain processing times
  publication-title: Optim Eng
  doi: 10.1007/s11081-006-9975-6
– volume: 15
  start-page: 449
  year: 2004
  end-page: 454
  ident: CR7
  article-title: Fuzzy branch-and-bound for flow shop scheduling
  publication-title: J Intell Manuf
  doi: 10.1023/B:JIMS.0000034107.72423.b6
– volume: 36
  start-page: 533
  year: 2005
  end-page: 539
  ident: CR27
  article-title: A fast tabu search algorithm for the group shop scheduling problem
  publication-title: Adv Eng Softw
  doi: 10.1016/j.advengsoft.2005.02.002
– volume: 42
  start-page: 321
  year: 2009
  end-page: 334
  ident: CR28
  article-title: Application of chance-constrained programming for stochastic group shop scheduling problem
  publication-title: Int J Adv Manuf Tech
  doi: 10.1007/s00170-008-1594-2
– volume: 37
  start-page: 152
  year: 2010
  end-page: 162
  ident: CR29
  article-title: Group shops scheduling with makespan criterion subject to random release dates and processing times
  publication-title: Comput Oper Res
  doi: 10.1016/j.cor.2009.04.002
– volume: 7
  start-page: 329
  year: 2006
  ident: 4482_CR9
  publication-title: Optim Eng
  doi: 10.1007/s11081-006-9975-6
– volume: 58
  start-page: 610
  year: 2010
  ident: 4482_CR21
  publication-title: Comput Ind Eng
  doi: 10.1016/j.cie.2010.01.002
– ident: 4482_CR37
  doi: 10.1007/s00170-011-3767-7
– volume: 38
  start-page: 7609
  year: 2011
  ident: 4482_CR11
  publication-title: Expert Syst Appl
  doi: 10.1016/j.eswa.2010.12.101
– volume: 56
  start-page: 1125
  year: 2011
  ident: 4482_CR24
  publication-title: Int J Adv Manuf Technol
  doi: 10.1007/s00170-011-3244-3
– volume: 11
  start-page: 4540
  year: 2011
  ident: 4482_CR12
  publication-title: Appl Soft Comput
  doi: 10.1016/j.asoc.2011.08.012
– start-page: 241
  volume-title: Analysis of fuzzy information
  year: 1987
  ident: 4482_CR31
– volume: 2
  start-page: 197
  year: 2003
  ident: 4482_CR16
  publication-title: Appl Soft Comput
  doi: 10.1016/S1568-4946(02)00069-8
– ident: 4482_CR40
– volume: 36
  start-page: 325
  year: 1996
  ident: 4482_CR14
  publication-title: Comput Ind Eng
  doi: 10.1016/S0360-8352(99)00135-7
– ident: 4482_CR17
  doi: 10.1007/11504894_71
– volume: 8
  start-page: 759
  year: 2008
  ident: 4482_CR10
  publication-title: Appl Soft Comput
  doi: 10.1016/j.asoc.2007.06.004
– volume: 48
  start-page: 2995
  year: 2010
  ident: 4482_CR23
  publication-title: Int J Prod Res
  doi: 10.1080/00207540902814348
– volume: 42
  start-page: 321
  year: 2009
  ident: 4482_CR28
  publication-title: Int J Adv Manuf Tech
  doi: 10.1007/s00170-008-1594-2
– volume: 36
  start-page: 533
  year: 2005
  ident: 4482_CR27
  publication-title: Adv Eng Softw
  doi: 10.1016/j.advengsoft.2005.02.002
– volume: 37
  start-page: 157
  year: 2008
  ident: 4482_CR19
  publication-title: Int J Adv Manuf Tech
  doi: 10.1007/s00170-007-0945-8
– volume: 44
  start-page: 45
  issue: 1–2
  year: 1996
  ident: 4482_CR13
  publication-title: Int J Prod Econ
  doi: 10.1016/0925-5273(95)00091-7
– volume: 13
  start-page: 400
  year: 1965
  ident: 4482_CR8
  publication-title: Oper Res
  doi: 10.1287/opre.13.3.400
– volume: 29
  start-page: 215
  year: 2002
  ident: 4482_CR6
  publication-title: Int J Approx Reason
  doi: 10.1016/S0888-613X(01)00064-0
– volume: 49
  start-page: 253
  year: 2010
  ident: 4482_CR22
  publication-title: Int J Adv Manuf Tech
  doi: 10.1007/s00170-009-2379-y
– volume-title: Adaptation in natural and artificial systems
  year: 1975
  ident: 4482_CR33
– volume: 10
  start-page: 445
  year: 2002
  ident: 4482_CR32
  publication-title: IEEE T Fuzzy Syst
  doi: 10.1109/TFUZZ.2002.800692
– volume: 33
  start-page: 53
  year: 1994
  ident: 4482_CR2
  publication-title: Int J Prod Econ
  doi: 10.1016/0925-5273(94)90118-X
– volume: 117
  start-page: 1876
  year: 2007
  ident: 4482_CR34
  publication-title: Eur J Oper Res
  doi: 10.1016/j.ejor.2005.12.021
– volume: 37
  start-page: 152
  year: 2010
  ident: 4482_CR29
  publication-title: Comput Oper Res
  doi: 10.1016/j.cor.2009.04.002
– volume: 35
  start-page: 1788
  year: 2008
  ident: 4482_CR35
  publication-title: Expert Syst Appl
  doi: 10.1016/j.eswa.2007.08.058
– volume-title: Scheduling: theory, algorithms, and systems
  year: 2008
  ident: 4482_CR38
– volume: 67
  start-page: 81
  year: 1994
  ident: 4482_CR3
  publication-title: Fuzzy Set Syst
  doi: 10.1016/0165-0114(94)90210-0
– volume: 15
  start-page: 449
  year: 2004
  ident: 4482_CR7
  publication-title: J Intell Manuf
  doi: 10.1023/B:JIMS.0000034107.72423.b6
– volume: 120
  start-page: 393
  year: 2000
  ident: 4482_CR15
  publication-title: Eur J Oper Res
  doi: 10.1016/S0377-2217(99)00094-6
– volume: 25
  start-page: 239
  year: 1993
  ident: 4482_CR1
  publication-title: Comput Ind Eng
  doi: 10.1016/0360-8352(93)90265-Y
– volume: 45
  start-page: 272
  year: 2012
  ident: 4482_CR36
  publication-title: Adv Eng Softw
  doi: 10.1016/j.advengsoft.2011.10.004
– volume: 6
  start-page: 471
  year: 1998
  ident: 4482_CR4
  publication-title: J Intell Fuzzy Syst
– volume: 129
  start-page: 227
  year: 2000
  ident: 4482_CR5
  publication-title: Inform Sciences
  doi: 10.1016/S0020-0255(00)00066-9
– volume-title: Introduction to genetic algorithms
  year: 2008
  ident: 4482_CR39
– volume: 205
  start-page: 148
  year: 2008
  ident: 4482_CR20
  publication-title: Appl Math Comput
  doi: 10.1016/j.amc.2008.05.086
– volume: 109
  start-page: 141
  year: 2000
  ident: 4482_CR25
  publication-title: Fuzzy Set Syst
  doi: 10.1016/S0165-0114(97)00380-1
– volume: 6
  start-page: 73
  year: 1959
  ident: 4482_CR30
  publication-title: Manage Sci
  doi: 10.1287/mnsc.6.1.73
– volume: 3
  start-page: 285
  year: 2004
  ident: 4482_CR26
  publication-title: J Math Modell Algorithms
  doi: 10.1023/B:JMMA.0000038614.39977.6f
– start-page: 992
  volume-title: ICNC, LNCS 3611
  year: 2005
  ident: 4482_CR18
– volume-title: Evolutionary search and the job shop: investigations on genetic algorithms and production scheduling
  year: 1995
  ident: 4482_CR41
SSID ssj0016168
ssib034539549
ssib019759004
ssib029851711
Score 2.0798247
Snippet This paper deals with a fuzzy group shop scheduling problem. The group shop scheduling problem is a general formulation that includes the flow shop, the job...
SourceID proquest
crossref
springer
SourceType Aggregation Database
Enrichment Source
Index Database
Publisher
StartPage 2063
SubjectTerms CAE) and Design
Completion time
Computer-Aided Engineering (CAD
Engineering
Genetic algorithms
Industrial and Production Engineering
Integer programming
Job shop scheduling
Job shops
Linear programming
Mechanical Engineering
Media Management
Original Article
Production scheduling
Release dates
Schedules
SummonAdditionalLinks – databaseName: SpringerLINK Contemporary 1997-Present
  dbid: RSV
  link: http://cvtisr.summon.serialssolutions.com/2.0.0/link/0/eLvHCXMwnV1LS8QwEA6-DnrwLa4vcvCkFJomTZOjiOJBxTfeSpKmWHTrYncF99c7SdtdFRX0WJKmdGYyj0xmPoR2TcSEoiYMiIlkwGILejAXJMhsqBVlmhPjW-afJufn4v5eXjR13FV7271NSXpNPSp2861eIPSNAggpYBtPommwdsLhNVxd37VCRGTigDBHQhZJhz4_FmLKYlqntppUAye-Xg5iEeF2m2hTn9998rPxGnukX5Ko3jYdL_zrrxbRfOOK4oNadpbQhC2X0dyHBoUr6PKsKItuMYQH3FWPFtRPiYsSK-yrQXD18NzD7igX54Ph8A07BBYwi9gdI1RYlRnu1YUIbgEPY7-Kbo-Pbg5PggaEITCU8D4wLWGx4DYj0mgaGU654jxTkbKC2ZBaZnMNMVzOmJJSJVppqcCnyHWSEwH0XkNT5XNp1xGmWaiUdCo2hqg8NpopTYkG5vA81pJ2UNhSNzVNh3IHlPGUjnore2qlQK3UUSsVHbQ3eqVXt-f4bfJWy7K02alVCu6n6_jDCAzvtywaD_-42MafZm-i2ajG0QBWb6Gp_svAbqMZ89ovqpcdL8DvMNbkUA
  priority: 102
  providerName: Springer Nature
Title Minimizing makespan in a group shop with fuzzy release dates and processing times
URI https://link.springer.com/article/10.1007/s00170-012-4482-8
https://www.proquest.com/docview/2262357418
Volume 66
WOSCitedRecordID wos000319557200076&url=https%3A%2F%2Fcvtisr.summon.serialssolutions.com%2F%23%21%2Fsearch%3Fho%3Df%26include.ft.matches%3Dt%26l%3Dnull%26q%3D
hasFullText 1
inHoldings 1
isFullTextHit
isPrint
journalDatabaseRights – providerCode: PRVPQU
  databaseName: Engineering Database
  customDbUrl:
  eissn: 1433-3015
  dateEnd: 20221231
  omitProxy: false
  ssIdentifier: ssj0016168
  issn: 0268-3768
  databaseCode: M7S
  dateStart: 19970201
  isFulltext: true
  titleUrlDefault: http://search.proquest.com
  providerName: ProQuest
– providerCode: PRVPQU
  databaseName: ProQuest Central
  customDbUrl:
  eissn: 1433-3015
  dateEnd: 20221231
  omitProxy: false
  ssIdentifier: ssj0016168
  issn: 0268-3768
  databaseCode: BENPR
  dateStart: 19970201
  isFulltext: true
  titleUrlDefault: https://www.proquest.com/central
  providerName: ProQuest
– providerCode: PRVAVX
  databaseName: Springer LINK
  customDbUrl:
  eissn: 1433-3015
  dateEnd: 99991231
  omitProxy: false
  ssIdentifier: ssj0016168
  issn: 0268-3768
  databaseCode: RSV
  dateStart: 19970101
  isFulltext: true
  titleUrlDefault: https://link.springer.com/search?facet-content-type=%22Journal%22
  providerName: Springer Nature
link http://cvtisr.summon.serialssolutions.com/2.0.0/link/0/eLvHCXMwpV3BTtwwEB3RpYf2ALSAuhSQDz21ihrHjmOfEEWgHmBFoa24RbbjiAjIbsluJfbrGTvJbqlULr1EipJYit94PJ6x3wP4YBMuNbNxRG2iIp469IOlpFHhYqMZN4LaQJl_mo1G8upKnXcJt6bbVtn7xOCoi7H1OfLPGCZ4ZhZO5cHkV-RVo3x1tZPQeAGrniWBhq17l709UZV5TcyFvSXKC9Ev7ZnxlLVVrq7qIGg4OofLEukHnuyroHEgHQ0SLTSJcEGDTuTpPLYMTv-qp4Zp6mT9f39wA9a6AJUcthb1BlZc_RZe_0FbuAnfzqq6uqvmeEPu9I1Dp1STqiaahDMipLkeT4hP8JJyNp8_EK_LgpMl8cmFhui6IJP2eIJvIIjbb8GPk-PvR1-jTpohsoyKKUKZ8VQKV1BlDUusYEILUehEO8ldzBx3pcGVXcm5VkpnRhulMdIoTVZSiV2_DYN6XLt3QFgRa628401xrZ5aw7Vh1CBOokyNYkOI-47Obcdb7uUzbvMF43LAJkdsco9NLofwcfHJpCXteO7l3R6PvBu_Tb4EYwifekSXj__Z2M7zjb2HV0krp4GWtAuD6f3M7cFL-3taNff7sPrleHR-sR-MGK8Xlz8fAfut8bI
linkProvider ProQuest
linkToHtml http://cvtisr.summon.serialssolutions.com/2.0.0/link/0/eLvHCXMw1V1Lb9QwEB6VggQceCMWCvgAF1DU-BHHPiCEgKpVtysQReot2I4jorbZpdmCuj-K38jYSXYBid564BglGSWZbx72ZOYDeOaYUIa7NKGO6URkHv1gpWhS-tQaLqykLo7MH-eTiTo40B_W4OfQCxN-qxx8YnTU5dSFPfJNTBPCZBZB1evZtySwRoXq6kCh0cFi15_9wCVb-2rnHer3OWNb7_ffbic9q0DiOJVzfIpcZEr6kmpnOXOSSyNlaZjxSviUe-Eri4uSSgijtcmtsdpgkKxsXlFlU45yL8FlTCOYjr8KfhrwS3UeODiX-GY6EN-v7IeLjHdVtb7KIWls1cNlkAqGroaqaxqHnEZKGMoSXECh0_ozbq6S4b_qtzEsbt383z7oLbjRJ-DkTWcxt2HNN3fg-m9jGe_Cx726qY_rBR6QY3Po0ek2pG6IIbEHhrRfpzMSNrBJdbpYnJHAO4PJAAmbJy0xTUlmXftFEDAPPTb34POFvNN9WG-mjX8AhJepMToEliwVMnNWGMupRVzIKrOajyAdFFu4fi57oAc5KpYTpSMWCsRCEbBQqBG8WN4y64aSnHfxxqD_ovdPbbFS_gheDghanf6nsIfnC3sKV7f398bFeGey-wiusY46BFG8Aevzk1P_GK647_O6PXkSDYfAl4sG1i8Dlk3i
linkToPdf http://cvtisr.summon.serialssolutions.com/2.0.0/link/0/eLvHCXMwpV1LS8QwEA6-ED34Ft_m4EkpNk2aJkdRF0VdFB94K0maYlHrYlfB_fVO-thVUUE8lqQpnZkkM5nM9yG0ZQImFDW-R0wgPRZaWAdTQbzE-lpRpjkxJWT-adRui9tbeV7znBbNbfcmJVnVNDiUpry720nS3X7hWwn7AmFw4EF4AVN6GI0yd4_eheuXN41BERk5Usy-wQXSMdEPDJqykFZprjrtwElZOwdxiXAzTzRp0O8--XkjG3inXxKq5T7Vmv73H86gqdpFxXuVTc2iIZvPockPwIXz6OIsy7PHrAcP-FHdW1iWcpzlWOGySgQXd08d7I54cfrS671hx8wC2yV2xwsFVnmCO1WBghugpLdfQNetw6v9I68mZ_AMJbwLyoxYKLhNiDSaBoZTrjhPVKCsYNanltlUQ2yXMqakVJFWWirwNVIdpUSA7BfRSP6U2yWEaeIrJd3SG0K0HhrNlKZEg6J4GmpJl5HfSDo2NXK5I9B4iPuYy6W0YpBW7KQVi2W03X-lU8F2_NZ5rVFfXM_gIga31CEBMQLNO426Bs0_Drbyp96baPz8oBWfHrdPVtFEUFFtgNbX0Ej3-cWuozHz2s2K543Srt8BTLHwGA
openUrl ctx_ver=Z39.88-2004&ctx_enc=info%3Aofi%2Fenc%3AUTF-8&rfr_id=info%3Asid%2Fsummon.serialssolutions.com&rft_val_fmt=info%3Aofi%2Ffmt%3Akev%3Amtx%3Ajournal&rft.genre=article&rft.atitle=Minimizing+makespan+in+a+group+shop+with+fuzzy+release+dates+and+processing+times&rft.jtitle=International+journal+of+advanced+manufacturing+technology&rft.au=Ahmadizar%2C+Fardin&rft.au=Zarei%2C+Alireza&rft.date=2013-06-01&rft.pub=Springer+Nature+B.V&rft.issn=0268-3768&rft.eissn=1433-3015&rft.volume=66&rft.issue=9-12&rft.spage=2063&rft.epage=2074&rft_id=info:doi/10.1007%2Fs00170-012-4482-8
thumbnail_l http://covers-cdn.summon.serialssolutions.com/index.aspx?isbn=/lc.gif&issn=0268-3768&client=summon
thumbnail_m http://covers-cdn.summon.serialssolutions.com/index.aspx?isbn=/mc.gif&issn=0268-3768&client=summon
thumbnail_s http://covers-cdn.summon.serialssolutions.com/index.aspx?isbn=/sc.gif&issn=0268-3768&client=summon