A bi-level decision-making system to optimize a robust-resilient-sustainable aggregate production planning problem

This study introduces a sustainable-robust aggregate production planning (APP) problem taking into account workforce productivity, outsourcing option and supplier resilience. In this regard, a bi-level decision-making system is designed using multi-attribute decision-making (MADM) and multi-objectiv...

Celý popis

Uloženo v:
Podrobná bibliografie
Vydáno v:Expert systems with applications Ročník 228; s. 120476
Hlavní autoři: Tirkolaee, Erfan Babaee, Aydin, Nadi Serhan, Mahdavi, Iraj
Médium: Journal Article
Jazyk:angličtina
Vydáno: Elsevier Ltd 15.10.2023
Témata:
ISSN:0957-4174, 1873-6793
On-line přístup:Získat plný text
Tagy: Přidat tag
Žádné tagy, Buďte první, kdo vytvoří štítek k tomuto záznamu!
Abstract This study introduces a sustainable-robust aggregate production planning (APP) problem taking into account workforce productivity, outsourcing option and supplier resilience. In this regard, a bi-level decision-making system is designed using multi-attribute decision-making (MADM) and multi-objective decision-making (MODM) models, respectively. In the MADM section, a hybrid method called BWM-WASPAS-Neutrosophic based on best-worst method (BWM) and weighted aggregated sum-product assessment (WASPAS) under type-2 neutrosophic number (T2NN) is utilized to investigate resilient supplier selection. To design the MODM section, a multi-objective mixed-integer linear programming (MILP) model is suggested which is then treated with the help of weighted goal programming (WGP) method. The multi-objective model honors sustainable development goals as it aims not only to minimize total cost and maximize weighted purchasing from suppliers, but also to minimize negative environmental impacts simultaneously. Robust optimization (RO) technique is then implemented to the MODM model to address the demand uncertainty. In order to validate the suggested methodology, a real case study from the literature is examined. The obtained results reveal the efficiency of our decision-making system in finding the optimal policy in less than 1 s where sensitivity analyses also contribute to practical managerial implications. Finally, it is revealed that the total weighted purchase from suppliers has the highest sensitivity to the conservatism levels, which determine the extent to which our uncertain demand parameter can deviate from its nominal value.
AbstractList This study introduces a sustainable-robust aggregate production planning (APP) problem taking into account workforce productivity, outsourcing option and supplier resilience. In this regard, a bi-level decision-making system is designed using multi-attribute decision-making (MADM) and multi-objective decision-making (MODM) models, respectively. In the MADM section, a hybrid method called BWM-WASPAS-Neutrosophic based on best-worst method (BWM) and weighted aggregated sum-product assessment (WASPAS) under type-2 neutrosophic number (T2NN) is utilized to investigate resilient supplier selection. To design the MODM section, a multi-objective mixed-integer linear programming (MILP) model is suggested which is then treated with the help of weighted goal programming (WGP) method. The multi-objective model honors sustainable development goals as it aims not only to minimize total cost and maximize weighted purchasing from suppliers, but also to minimize negative environmental impacts simultaneously. Robust optimization (RO) technique is then implemented to the MODM model to address the demand uncertainty. In order to validate the suggested methodology, a real case study from the literature is examined. The obtained results reveal the efficiency of our decision-making system in finding the optimal policy in less than 1 s where sensitivity analyses also contribute to practical managerial implications. Finally, it is revealed that the total weighted purchase from suppliers has the highest sensitivity to the conservatism levels, which determine the extent to which our uncertain demand parameter can deviate from its nominal value.
ArticleNumber 120476
Author Mahdavi, Iraj
Tirkolaee, Erfan Babaee
Aydin, Nadi Serhan
Author_xml – sequence: 1
  givenname: Erfan Babaee
  orcidid: 0000-0003-1664-9210
  surname: Tirkolaee
  fullname: Tirkolaee, Erfan Babaee
  email: erfan.babaee@istinye.edu.tr
  organization: Department of Industrial Engineering, Istinye University, 34396 Istanbul, Turkey
– sequence: 2
  givenname: Nadi Serhan
  orcidid: 0000-0002-1453-0016
  surname: Aydin
  fullname: Aydin, Nadi Serhan
  email: serhan.aydin@istinye.edu.tr
  organization: Department of Industrial Engineering, Istinye University, 34396 Istanbul, Turkey
– sequence: 3
  givenname: Iraj
  orcidid: 0000-0001-5123-6169
  surname: Mahdavi
  fullname: Mahdavi, Iraj
  organization: Department of Industrial Engineering, Mazandaran University of Science & Technology, Babol, Iran
BookMark eNp9kMtqwzAQRUVJoUnaH-hKP6BUsmXJhm5C6AsC3bRrMZHHRqlfSEpK-vW1SVddZDXMSOcycxZk1vUdEnIv-EpwoR72KwzfsEp4kq5EwqVWV2Qucp0ypYt0Rua8yDSTQssbsghhz7nQnOs58Wu6c6zBIza0ROuC6zvWwpfrahpOIWJLY0_7IbrW_SAF6vvdIUTmMbjGYRdZGFtwHeya8bmuPdYQkQ6-Lw82jml0aKDrprxxNn5qb8l1BU3Au7-6JJ_PTx-bV7Z9f3nbrLfMppxHluhMZCWvrJSlKHhWlKUqhBCosjzPVVoAZGCl2uVKpQpAVZhLzSupQQqwRbok-TnX-j4Ej5WxLsK0UvTgGiO4mdyZvZncmcmdObsb0eQfOnjXgj9dhh7PEI5HHR16E-xoyGLpPNpoyt5dwn8BfDWMzg
CitedBy_id crossref_primary_10_1016_j_eswa_2023_122174
crossref_primary_10_1016_j_eswa_2023_122591
crossref_primary_10_1016_j_suscom_2025_101096
crossref_primary_10_1080_02331934_2024_2324143
crossref_primary_10_1016_j_eswa_2024_124606
crossref_primary_10_4995_ijpme_2025_23067
crossref_primary_10_3390_app15158516
crossref_primary_10_1007_s00500_023_08768_8
crossref_primary_10_1007_s43069_025_00491_4
crossref_primary_10_1007_s13132_023_01680_4
crossref_primary_10_1007_s00500_023_09255_w
crossref_primary_10_1016_j_eswa_2023_122005
crossref_primary_10_1007_s42235_025_00724_6
crossref_primary_10_1016_j_knosys_2023_111203
crossref_primary_10_1016_j_eswa_2023_121894
crossref_primary_10_1016_j_jii_2025_100884
Cites_doi 10.1016/j.omega.2014.11.009
10.1016/j.eswa.2023.119916
10.1007/s10098-017-1376-3
10.1016/j.jmsy.2018.12.009
10.1016/j.jclepro.2016.05.133
10.1016/j.asej.2021.09.002
10.1007/s44196-021-00012-1
10.1016/j.asoc.2020.106267
10.7232/iems.2014.13.4.369
10.1007/s00170-018-3151-y
10.1016/j.jclepro.2021.128438
10.1016/j.eswa.2022.116567
10.1016/j.cor.2017.12.011
10.1016/j.apm.2013.11.002
10.1016/j.cie.2019.04.036
10.1016/j.eswa.2020.114373
10.1016/j.ins.2022.06.061
10.1016/j.ijpe.2019.03.018
10.1016/j.eswa.2013.10.038
10.1007/978-3-030-18789-7_8
10.1016/j.ins.2022.11.105
10.1007/s00170-016-9459-6
10.5755/j01.eee.122.6.1810
10.1016/j.scs.2021.103114
10.1016/j.eswa.2022.116628
10.1287/opre.1030.0065
10.1016/j.cor.2017.11.001
10.1016/j.asoc.2019.01.035
10.1016/0165-0114(92)90318-X
10.1016/j.eswa.2011.07.134
10.1007/s00607-018-00692-2
10.1108/BIJ-07-2021-0425
10.1371/journal.pone.0147502
10.1016/S0377-2217(77)81007-2
10.1016/j.ejor.2013.03.033
10.1007/s12351-019-00451-x
10.1016/j.jclepro.2020.122008
ContentType Journal Article
Copyright 2023 Elsevier Ltd
Copyright_xml – notice: 2023 Elsevier Ltd
DBID AAYXX
CITATION
DOI 10.1016/j.eswa.2023.120476
DatabaseName CrossRef
DatabaseTitle CrossRef
DatabaseTitleList
DeliveryMethod fulltext_linktorsrc
Discipline Computer Science
EISSN 1873-6793
ExternalDocumentID 10_1016_j_eswa_2023_120476
S0957417423009788
GroupedDBID --K
--M
.DC
.~1
0R~
13V
1B1
1RT
1~.
1~5
4.4
457
4G.
5GY
5VS
7-5
71M
8P~
9JN
9JO
AAAKF
AABNK
AACTN
AAEDT
AAEDW
AAIAV
AAIKJ
AAKOC
AALRI
AAOAW
AAQFI
AARIN
AAXUO
AAYFN
ABBOA
ABFNM
ABMAC
ABMVD
ABUCO
ABYKQ
ACDAQ
ACGFS
ACHRH
ACNTT
ACRLP
ACZNC
ADBBV
ADEZE
ADTZH
AEBSH
AECPX
AEKER
AENEX
AFKWA
AFTJW
AGHFR
AGJBL
AGUBO
AGUMN
AGYEJ
AHHHB
AHJVU
AHZHX
AIALX
AIEXJ
AIKHN
AITUG
AJOXV
ALEQD
ALMA_UNASSIGNED_HOLDINGS
AMFUW
AMRAJ
AOUOD
APLSM
AXJTR
BJAXD
BKOJK
BLXMC
BNSAS
CS3
DU5
EBS
EFJIC
EFLBG
EO8
EO9
EP2
EP3
F5P
FDB
FIRID
FNPLU
FYGXN
G-Q
GBLVA
GBOLZ
HAMUX
IHE
J1W
JJJVA
KOM
LG9
LY1
LY7
M41
MO0
N9A
O-L
O9-
OAUVE
OZT
P-8
P-9
P2P
PC.
PQQKQ
Q38
ROL
RPZ
SDF
SDG
SDP
SDS
SES
SEW
SPC
SPCBC
SSB
SSD
SSL
SST
SSV
SSZ
T5K
TN5
~G-
29G
9DU
AAAKG
AAQXK
AATTM
AAXKI
AAYWO
AAYXX
ABJNI
ABKBG
ABUFD
ABWVN
ABXDB
ACLOT
ACNNM
ACRPL
ACVFH
ADCNI
ADJOM
ADMUD
ADNMO
AEIPS
AEUPX
AFJKZ
AFPUW
AGQPQ
AIGII
AIIUN
AKBMS
AKRWK
AKYEP
ANKPU
APXCP
ASPBG
AVWKF
AZFZN
CITATION
EFKBS
EJD
FEDTE
FGOYB
G-2
HLZ
HVGLF
HZ~
R2-
SBC
SET
WUQ
XPP
ZMT
~HD
ID FETCH-LOGICAL-c300t-27515d0fc44d19059dd69111e65888639aa5ac46b86636aa6fe8470f47a41ac93
ISICitedReferencesCount 24
ISICitedReferencesURI http://www.webofscience.com/api/gateway?GWVersion=2&SrcApp=Summon&SrcAuth=ProQuest&DestLinkType=CitingArticles&DestApp=WOS_CPL&KeyUT=000999121600001&url=https%3A%2F%2Fcvtisr.summon.serialssolutions.com%2F%23%21%2Fsearch%3Fho%3Df%26include.ft.matches%3Dt%26l%3Dnull%26q%3D
ISSN 0957-4174
IngestDate Tue Nov 18 19:37:12 EST 2025
Sat Nov 29 07:07:02 EST 2025
Fri Feb 23 02:37:34 EST 2024
IsPeerReviewed true
IsScholarly true
Keywords Resilient supplier selection
Sustainable aggregate production planning
Workforce productivity
Robust optimization
BWM-WASPAS-Neutrosophic
Bi-level decision-making system
Language English
LinkModel OpenURL
MergedId FETCHMERGED-LOGICAL-c300t-27515d0fc44d19059dd69111e65888639aa5ac46b86636aa6fe8470f47a41ac93
ORCID 0000-0001-5123-6169
0000-0002-1453-0016
0000-0003-1664-9210
ParticipantIDs crossref_citationtrail_10_1016_j_eswa_2023_120476
crossref_primary_10_1016_j_eswa_2023_120476
elsevier_sciencedirect_doi_10_1016_j_eswa_2023_120476
PublicationCentury 2000
PublicationDate 2023-10-15
PublicationDateYYYYMMDD 2023-10-15
PublicationDate_xml – month: 10
  year: 2023
  text: 2023-10-15
  day: 15
PublicationDecade 2020
PublicationTitle Expert systems with applications
PublicationYear 2023
Publisher Elsevier Ltd
Publisher_xml – name: Elsevier Ltd
References Hahn, Brandenburg (b0085) 2018; 94
Jamalnia, Yang, Xu, Feili, Jamali (b0105) 2019; 50
Modarres, Izadpanahi (b0140) 2016; 133
Gholamian, Mahdavi, Tavakkoli-Moghaddam (b0075) 2016; 29
Tirkolaee, Aydin (b0190) 2022; 195
Lai, Hwang (b0120) 1992; 49
Türkay, Saraçoğlu, Arslan (b0195) 2016; 11
Fallahpour, Nayeri, Sheikhalishahi, Wong, Tian, Fathollahi-Fard (b0070) 2021
Rasmi, Kazan, Türkay (b0155) 2019; 132
Tirkolaee, Aydin, Mahdavi (b0185) 2022
Chaturvedi (b0045) 2017; 19
Hatefi, Jolai (b0090) 2014; 38
Rahmani, Zandi, Behdad, Entezaminia (b0145) 2021; 21
Bertsimas, Sim (b0030) 2004; 52
Charnes, Cooper (b0040) 1977; 1
Dohale, Ambilkar, Gunasekaran, Bilolikar (b0060) 2022; 29
Lahri, Shaw, Ishizaka (b0115) 2021; 168
Abdel-Basset, Saleh, Gamal, Smarandache (b0005) 2019; 77
Rezaei (b0160) 2015; 53
Zavadskas, Turskis, Antucheviciene, Zakarevicius (b0210) 2012; 122
Deveci, Simic, Torkayesh (b0055) 2021; 317
Hosseini, Morshedlou, Ivanov, Sarder, Barker, Al Khaled (b0095) 2019; 213
Goli, Tirkolaee, Malmir, Bian, Sangaiah (b0080) 2019; 101
Aydin, Tirkolaee (b0015) 2022
(pp. 81-96). Springer, Cham.
Wang, Yeh (b0200) 2014; 41
Darvishi, Yaghin, Sadeghi (b0050) 2020; 92
Jamalnia, Yang, Feili, Xu, Jamali (b0100) 2019; 102
Simić, Milovanović, Pantelić, Pamučar, Tirkolaee (b0175) 2023; 622
Xiao, Huang, Pedrycz, Pamucar, Martínez, Zhang (b0205) 2022; 608
Mirzapour Al-e-hashem, Baboli, Sazvar (b0135) 2013; 230
Ramezanian, Rahmani, Barzinpour (b0150) 2012; 39
Balezentis, Siksnelyte-Butkiene, Streimikiene (b0020) 2021; 73
Attia, Megahed, AlArjani, Elbetar, Duquenne (b0010) 2022; 13
Liu, Yang (b0125) 2021; 14
Mehdizadeh, Niaki, Hemati (b0130) 2018; 91
Behzad, Zolfani, Pamucar, Behzad (b0025) 2020; 266
Saraç, Dedebaş, Hastaoğlu, Arslan (b0165) 2022; 27
Golpîra, Tirkolaee, Maihami, Karimi (bib211) 2023; 224
Khalili-Damghani, Shahrokh (b0110) 2014; 13
Shang, Yang, Barnes, Wu (b0170) 2022; 195
Entezaminia, Heidari, Rahmani (b0065) 2017; 90
Tirkolaee, E. B., Goli, A., & Weber, G. W. (2019, May). Multi-objective aggregate production planning model considering overtime and outsourcing options under fuzzy seasonal demand. In
Liu (10.1016/j.eswa.2023.120476_b0125) 2021; 14
Jamalnia (10.1016/j.eswa.2023.120476_b0105) 2019; 50
Balezentis (10.1016/j.eswa.2023.120476_b0020) 2021; 73
Türkay (10.1016/j.eswa.2023.120476_b0195) 2016; 11
Dohale (10.1016/j.eswa.2023.120476_b0060) 2022; 29
Behzad (10.1016/j.eswa.2023.120476_b0025) 2020; 266
Abdel-Basset (10.1016/j.eswa.2023.120476_b0005) 2019; 77
Zavadskas (10.1016/j.eswa.2023.120476_b0210) 2012; 122
Hatefi (10.1016/j.eswa.2023.120476_b0090) 2014; 38
Goli (10.1016/j.eswa.2023.120476_b0080) 2019; 101
Attia (10.1016/j.eswa.2023.120476_b0010) 2022; 13
Xiao (10.1016/j.eswa.2023.120476_b0205) 2022; 608
Simić (10.1016/j.eswa.2023.120476_b0175) 2023; 622
Tirkolaee (10.1016/j.eswa.2023.120476_b0185) 2022
Rahmani (10.1016/j.eswa.2023.120476_b0145) 2021; 21
Chaturvedi (10.1016/j.eswa.2023.120476_b0045) 2017; 19
Rezaei (10.1016/j.eswa.2023.120476_b0160) 2015; 53
Charnes (10.1016/j.eswa.2023.120476_b0040) 1977; 1
Darvishi (10.1016/j.eswa.2023.120476_b0050) 2020; 92
Ramezanian (10.1016/j.eswa.2023.120476_b0150) 2012; 39
Khalili-Damghani (10.1016/j.eswa.2023.120476_b0110) 2014; 13
Lai (10.1016/j.eswa.2023.120476_b0120) 1992; 49
Rasmi (10.1016/j.eswa.2023.120476_b0155) 2019; 132
Mehdizadeh (10.1016/j.eswa.2023.120476_b0130) 2018; 91
Jamalnia (10.1016/j.eswa.2023.120476_b0100) 2019; 102
Mirzapour Al-e-hashem (10.1016/j.eswa.2023.120476_b0135) 2013; 230
Deveci (10.1016/j.eswa.2023.120476_b0055) 2021; 317
Saraç (10.1016/j.eswa.2023.120476_b0165) 2022; 27
Entezaminia (10.1016/j.eswa.2023.120476_b0065) 2017; 90
Tirkolaee (10.1016/j.eswa.2023.120476_b0190) 2022; 195
Gholamian (10.1016/j.eswa.2023.120476_b0075) 2016; 29
Wang (10.1016/j.eswa.2023.120476_b0200) 2014; 41
Lahri (10.1016/j.eswa.2023.120476_b0115) 2021; 168
Shang (10.1016/j.eswa.2023.120476_b0170) 2022; 195
Bertsimas (10.1016/j.eswa.2023.120476_b0030) 2004; 52
Fallahpour (10.1016/j.eswa.2023.120476_b0070) 2021
Modarres (10.1016/j.eswa.2023.120476_b0140) 2016; 133
10.1016/j.eswa.2023.120476_b0180
Aydin (10.1016/j.eswa.2023.120476_b0015) 2022
Golpîra (10.1016/j.eswa.2023.120476_bib211) 2023; 224
Hahn (10.1016/j.eswa.2023.120476_b0085) 2018; 94
Hosseini (10.1016/j.eswa.2023.120476_b0095) 2019; 213
References_xml – volume: 1
  start-page: 39
  year: 1977
  end-page: 54
  ident: b0040
  article-title: Goal programming and multiple objective optimizations: Part 1
  publication-title: European Journal of Operational Research
– volume: 132
  start-page: 348
  year: 2019
  end-page: 360
  ident: b0155
  article-title: A multi-criteria decision analysis to include environmental, social, and cultural issues in the sustainable aggregate production plans
  publication-title: Computers & Industrial Engineering
– volume: 94
  start-page: 154
  year: 2018
  end-page: 168
  ident: b0085
  article-title: A sustainable aggregate production planning model for the chemical process industry
  publication-title: Computers & Operations Research
– volume: 73
  year: 2021
  ident: b0020
  article-title: Stakeholder Involvement for sustainable energy development based on uncertain group decision making: Prioritizing the renewable energy heating technologies and the BWM-WASPAS-IN approach
  publication-title: Sustainable Cities and Society
– volume: 101
  start-page: 499
  year: 2019
  end-page: 529
  ident: b0080
  article-title: A multi-objective invasive weed optimization algorithm for robust aggregate production planning under uncertain seasonal demand
  publication-title: Computing
– volume: 608
  start-page: 153
  year: 2022
  end-page: 177
  ident: b0205
  article-title: A q-rung orthopair fuzzy decision-making model with new score function and best-worst method for manufacturer selection
  publication-title: Information Sciences
– volume: 224
  start-page: 119916
  year: 2023
  ident: bib211
  article-title: A robust Tri-Objective optimization to supply chain configuration under Vendor-Managed inventory policy considering supply chain visibility
  publication-title: Expert Systems with Applications
– volume: 230
  start-page: 26
  year: 2013
  end-page: 41
  ident: b0135
  article-title: A stochastic aggregate production planning model in a green supply chain: Considering flexible lead times, nonlinear purchase and shortage cost functions
  publication-title: European Journal of Operational Research
– volume: 77
  start-page: 438
  year: 2019
  end-page: 452
  ident: b0005
  article-title: An approach of TOPSIS technique for developing supplier selection with group decision making under type-2 neutrosophic number
  publication-title: Applied Soft Computing
– volume: 29
  start-page: 3396
  year: 2022
  end-page: 3425
  ident: b0060
  article-title: A multi-product and multi-period aggregate production plan: A case of automobile component manufacturing firm
  publication-title: Benchmarking: An International Journal
– reference: Tirkolaee, E. B., Goli, A., & Weber, G. W. (2019, May). Multi-objective aggregate production planning model considering overtime and outsourcing options under fuzzy seasonal demand. In 
– volume: 90
  start-page: 1507
  year: 2017
  end-page: 1528
  ident: b0065
  article-title: Robust aggregate production planning in a green supply chain under uncertainty considering reverse logistics: A case study
  publication-title: The International Journal of Advanced Manufacturing Technology
– volume: 122
  start-page: 3
  year: 2012
  end-page: 6
  ident: b0210
  article-title: Optimization of weighted aggregated sum product assessment
  publication-title: Elektronika ir elektrotechnika
– volume: 317
  year: 2021
  ident: b0055
  article-title: Remanufacturing facility location for automotive Lithium-ion batteries: An integrated neutrosophic decision-making model
  publication-title: Journal of Cleaner Production
– volume: 38
  start-page: 2630
  year: 2014
  end-page: 2647
  ident: b0090
  article-title: Robust and reliable forward–reverse logistics network design under demand uncertainty and facility disruptions
  publication-title: Applied Mathematical Modelling
– start-page: 1
  year: 2022
  end-page: 11
  ident: b0185
  article-title: A hybrid biobjective markov chain based optimization model for sustainable aggregate production planning
  publication-title: IEEE Transactions on Engineering Management
– volume: 92
  year: 2020
  ident: b0050
  article-title: Integrated fabric procurement and multi-site apparel production planning with cross-docking: A hybrid fuzzy-robust stochastic programming approach
  publication-title: Applied Soft Computing
– volume: 168
  year: 2021
  ident: b0115
  article-title: Sustainable supply chain network design problem: Using the integrated BWM, TOPSIS, possibilistic programming, and ε-constrained methods
  publication-title: Expert Systems with Applications
– volume: 195
  year: 2022
  ident: b0190
  article-title: Integrated design of sustainable supply chain and transportation network using a fuzzy bi-level decision support system for perishable products
  publication-title: Expert Systems with Applications
– volume: 27
  year: 2022
  ident: b0165
  article-title: Influence of using scarlet runner bean flour on the production and physicochemical, textural, and sensorial properties of vegan cakes: WASPAS-SWARA techniques
  publication-title: International Journal of Gastronomy and Food Science
– volume: 41
  start-page: 3069
  year: 2014
  end-page: 3077
  ident: b0200
  article-title: A modified particle swarm optimization for aggregate production planning
  publication-title: Expert Systems with Applications
– start-page: 1
  year: 2021
  end-page: 21
  ident: b0070
  article-title: A hyper-hybrid fuzzy decision-making framework for the sustainable-resilient supplier selection problem: A case study of Malaysian Palm oil industry
  publication-title: Environmental Science and Pollution Research
– volume: 213
  start-page: 124
  year: 2019
  end-page: 137
  ident: b0095
  article-title: Resilient supplier selection and optimal order allocation under disruption risks
  publication-title: International Journal of Production Economics
– volume: 50
  start-page: 146
  year: 2019
  end-page: 162
  ident: b0105
  article-title: Evaluating the performance of aggregate production planning strategies under uncertainty in soft drink industry
  publication-title: Journal of Manufacturing Systems
– volume: 13
  start-page: 369
  year: 2014
  end-page: 382
  ident: b0110
  article-title: Solving a new multi-period multi-objective multi-product aggregate production planning problem using fuzzy goal programming
  publication-title: Industrial Engineering and Management Systems
– volume: 266
  year: 2020
  ident: b0025
  article-title: A comparative assessment of solid waste management performance in the Nordic countries based on BWM-EDAS
  publication-title: Journal of Cleaner Production
– volume: 14
  start-page: 1
  year: 2021
  end-page: 16
  ident: b0125
  article-title: Multi-objective aggregate production planning for multiple products: A local search-based genetic algorithm optimization approach
  publication-title: International Journal of Computational Intelligence Systems
– volume: 53
  start-page: 49
  year: 2015
  end-page: 57
  ident: b0160
  article-title: Best-worst multi-criteria decision-making method
  publication-title: Omega
– volume: 133
  start-page: 1074
  year: 2016
  end-page: 1085
  ident: b0140
  article-title: Aggregate production planning by focusing on energy saving: A robust optimization approach
  publication-title: Journal of Cleaner Production
– volume: 102
  start-page: 159
  year: 2019
  end-page: 181
  ident: b0100
  article-title: Aggregate production planning under uncertainty: A comprehensive literature survey and future research directions
  publication-title: logy
– volume: 11
  start-page: e0147502
  year: 2016
  ident: b0195
  article-title: Sustainability in supply chain management: Aggregate planning from sustainability perspective
  publication-title: PloS one
– volume: 13
  year: 2022
  ident: b0010
  article-title: Aggregate production planning considering organizational learning with case based analysis
  publication-title: Ain Shams Engineering Journal
– volume: 91
  start-page: 21
  year: 2018
  end-page: 36
  ident: b0130
  article-title: A bi-objective aggregate production planning problem with learning effect and machine deterioration: Modeling and solution
  publication-title: Computers & Operations Research
– volume: 21
  start-page: 273
  year: 2021
  end-page: 297
  ident: b0145
  article-title: A light robust model for aggregate production planning with consideration of environmental impacts of machines
  publication-title: Operational Research
– volume: 622
  start-page: 732
  year: 2023
  end-page: 754
  ident: b0175
  article-title: Sustainable route selection of petroleum transportation using a type-2 neutrosophic number based ITARA-EDAS model
  publication-title: Information Sciences
– reference: (pp. 81-96). Springer, Cham.
– volume: 19
  start-page: 1977
  year: 2017
  end-page: 1984
  ident: b0045
  article-title: Minimizing energy consumption via multiple installations aggregate production planning
  publication-title: Clean Technologies and Environmental Policy
– volume: 49
  start-page: 121
  year: 1992
  end-page: 133
  ident: b0120
  article-title: A new approach to some possibilistic linear programming problems
  publication-title: Fuzzy Sets and Systems
– volume: 39
  start-page: 1256
  year: 2012
  end-page: 1263
  ident: b0150
  article-title: An aggregate production planning model for two phase production systems: Solving with genetic algorithm and tabu search
  publication-title: Expert Systems with Applications
– start-page: 1
  year: 2022
  end-page: 42
  ident: b0015
  article-title: A systematic review of aggregate production planning literature with an outlook for sustainability and circularity
  publication-title: Environment, Development and Sustainability
– volume: 29
  start-page: 149
  year: 2016
  end-page: 165
  ident: b0075
  article-title: Multi-objective multi-product multi-site aggregate production planning in a supply chain under uncertainty: Fuzzy multi-objective optimisation
  publication-title: International Journal of Computer Integrated Manufacturing
– volume: 52
  start-page: 35
  year: 2004
  end-page: 53
  ident: b0030
  article-title: The price of robustness
  publication-title: Operations Research
– volume: 195
  year: 2022
  ident: b0170
  article-title: Supplier selection in sustainable supply chains: Using the integrated BWM, fuzzy Shannon entropy, and fuzzy MULTIMOORA methods
  publication-title: Expert Systems with Applications
– volume: 53
  start-page: 49
  year: 2015
  ident: 10.1016/j.eswa.2023.120476_b0160
  article-title: Best-worst multi-criteria decision-making method
  publication-title: Omega
  doi: 10.1016/j.omega.2014.11.009
– volume: 224
  start-page: 119916
  year: 2023
  ident: 10.1016/j.eswa.2023.120476_bib211
  article-title: A robust Tri-Objective optimization to supply chain configuration under Vendor-Managed inventory policy considering supply chain visibility
  publication-title: Expert Systems with Applications
  doi: 10.1016/j.eswa.2023.119916
– volume: 19
  start-page: 1977
  issue: 7
  year: 2017
  ident: 10.1016/j.eswa.2023.120476_b0045
  article-title: Minimizing energy consumption via multiple installations aggregate production planning
  publication-title: Clean Technologies and Environmental Policy
  doi: 10.1007/s10098-017-1376-3
– volume: 50
  start-page: 146
  year: 2019
  ident: 10.1016/j.eswa.2023.120476_b0105
  article-title: Evaluating the performance of aggregate production planning strategies under uncertainty in soft drink industry
  publication-title: Journal of Manufacturing Systems
  doi: 10.1016/j.jmsy.2018.12.009
– start-page: 1
  year: 2022
  ident: 10.1016/j.eswa.2023.120476_b0015
  article-title: A systematic review of aggregate production planning literature with an outlook for sustainability and circularity
  publication-title: Environment, Development and Sustainability
– volume: 27
  year: 2022
  ident: 10.1016/j.eswa.2023.120476_b0165
  article-title: Influence of using scarlet runner bean flour on the production and physicochemical, textural, and sensorial properties of vegan cakes: WASPAS-SWARA techniques
  publication-title: International Journal of Gastronomy and Food Science
– volume: 133
  start-page: 1074
  year: 2016
  ident: 10.1016/j.eswa.2023.120476_b0140
  article-title: Aggregate production planning by focusing on energy saving: A robust optimization approach
  publication-title: Journal of Cleaner Production
  doi: 10.1016/j.jclepro.2016.05.133
– volume: 13
  issue: 2
  year: 2022
  ident: 10.1016/j.eswa.2023.120476_b0010
  article-title: Aggregate production planning considering organizational learning with case based analysis
  publication-title: Ain Shams Engineering Journal
  doi: 10.1016/j.asej.2021.09.002
– volume: 14
  start-page: 1
  issue: 1
  year: 2021
  ident: 10.1016/j.eswa.2023.120476_b0125
  article-title: Multi-objective aggregate production planning for multiple products: A local search-based genetic algorithm optimization approach
  publication-title: International Journal of Computational Intelligence Systems
  doi: 10.1007/s44196-021-00012-1
– volume: 29
  start-page: 149
  issue: 2
  year: 2016
  ident: 10.1016/j.eswa.2023.120476_b0075
  article-title: Multi-objective multi-product multi-site aggregate production planning in a supply chain under uncertainty: Fuzzy multi-objective optimisation
  publication-title: International Journal of Computer Integrated Manufacturing
– volume: 92
  year: 2020
  ident: 10.1016/j.eswa.2023.120476_b0050
  article-title: Integrated fabric procurement and multi-site apparel production planning with cross-docking: A hybrid fuzzy-robust stochastic programming approach
  publication-title: Applied Soft Computing
  doi: 10.1016/j.asoc.2020.106267
– volume: 13
  start-page: 369
  issue: 4
  year: 2014
  ident: 10.1016/j.eswa.2023.120476_b0110
  article-title: Solving a new multi-period multi-objective multi-product aggregate production planning problem using fuzzy goal programming
  publication-title: Industrial Engineering and Management Systems
  doi: 10.7232/iems.2014.13.4.369
– volume: 102
  start-page: 159
  issue: 1
  year: 2019
  ident: 10.1016/j.eswa.2023.120476_b0100
  article-title: Aggregate production planning under uncertainty: A comprehensive literature survey and future research directions
  publication-title: The International Journal of Advanced Manufacturing Technology
  doi: 10.1007/s00170-018-3151-y
– volume: 317
  year: 2021
  ident: 10.1016/j.eswa.2023.120476_b0055
  article-title: Remanufacturing facility location for automotive Lithium-ion batteries: An integrated neutrosophic decision-making model
  publication-title: Journal of Cleaner Production
  doi: 10.1016/j.jclepro.2021.128438
– volume: 195
  year: 2022
  ident: 10.1016/j.eswa.2023.120476_b0170
  article-title: Supplier selection in sustainable supply chains: Using the integrated BWM, fuzzy Shannon entropy, and fuzzy MULTIMOORA methods
  publication-title: Expert Systems with Applications
  doi: 10.1016/j.eswa.2022.116567
– volume: 94
  start-page: 154
  year: 2018
  ident: 10.1016/j.eswa.2023.120476_b0085
  article-title: A sustainable aggregate production planning model for the chemical process industry
  publication-title: Computers & Operations Research
  doi: 10.1016/j.cor.2017.12.011
– volume: 38
  start-page: 2630
  issue: 9–10
  year: 2014
  ident: 10.1016/j.eswa.2023.120476_b0090
  article-title: Robust and reliable forward–reverse logistics network design under demand uncertainty and facility disruptions
  publication-title: Applied Mathematical Modelling
  doi: 10.1016/j.apm.2013.11.002
– volume: 132
  start-page: 348
  year: 2019
  ident: 10.1016/j.eswa.2023.120476_b0155
  article-title: A multi-criteria decision analysis to include environmental, social, and cultural issues in the sustainable aggregate production plans
  publication-title: Computers & Industrial Engineering
  doi: 10.1016/j.cie.2019.04.036
– volume: 168
  year: 2021
  ident: 10.1016/j.eswa.2023.120476_b0115
  article-title: Sustainable supply chain network design problem: Using the integrated BWM, TOPSIS, possibilistic programming, and ε-constrained methods
  publication-title: Expert Systems with Applications
  doi: 10.1016/j.eswa.2020.114373
– volume: 608
  start-page: 153
  year: 2022
  ident: 10.1016/j.eswa.2023.120476_b0205
  article-title: A q-rung orthopair fuzzy decision-making model with new score function and best-worst method for manufacturer selection
  publication-title: Information Sciences
  doi: 10.1016/j.ins.2022.06.061
– volume: 213
  start-page: 124
  year: 2019
  ident: 10.1016/j.eswa.2023.120476_b0095
  article-title: Resilient supplier selection and optimal order allocation under disruption risks
  publication-title: International Journal of Production Economics
  doi: 10.1016/j.ijpe.2019.03.018
– volume: 41
  start-page: 3069
  issue: 6
  year: 2014
  ident: 10.1016/j.eswa.2023.120476_b0200
  article-title: A modified particle swarm optimization for aggregate production planning
  publication-title: Expert Systems with Applications
  doi: 10.1016/j.eswa.2013.10.038
– ident: 10.1016/j.eswa.2023.120476_b0180
  doi: 10.1007/978-3-030-18789-7_8
– volume: 622
  start-page: 732
  year: 2023
  ident: 10.1016/j.eswa.2023.120476_b0175
  article-title: Sustainable route selection of petroleum transportation using a type-2 neutrosophic number based ITARA-EDAS model
  publication-title: Information Sciences
  doi: 10.1016/j.ins.2022.11.105
– volume: 90
  start-page: 1507
  issue: 5–8
  year: 2017
  ident: 10.1016/j.eswa.2023.120476_b0065
  article-title: Robust aggregate production planning in a green supply chain under uncertainty considering reverse logistics: A case study
  publication-title: The International Journal of Advanced Manufacturing Technology
  doi: 10.1007/s00170-016-9459-6
– volume: 122
  start-page: 3
  issue: 6
  year: 2012
  ident: 10.1016/j.eswa.2023.120476_b0210
  article-title: Optimization of weighted aggregated sum product assessment
  publication-title: Elektronika ir elektrotechnika
  doi: 10.5755/j01.eee.122.6.1810
– start-page: 1
  year: 2021
  ident: 10.1016/j.eswa.2023.120476_b0070
  article-title: A hyper-hybrid fuzzy decision-making framework for the sustainable-resilient supplier selection problem: A case study of Malaysian Palm oil industry
  publication-title: Environmental Science and Pollution Research
– volume: 73
  year: 2021
  ident: 10.1016/j.eswa.2023.120476_b0020
  article-title: Stakeholder Involvement for sustainable energy development based on uncertain group decision making: Prioritizing the renewable energy heating technologies and the BWM-WASPAS-IN approach
  publication-title: Sustainable Cities and Society
  doi: 10.1016/j.scs.2021.103114
– volume: 195
  year: 2022
  ident: 10.1016/j.eswa.2023.120476_b0190
  article-title: Integrated design of sustainable supply chain and transportation network using a fuzzy bi-level decision support system for perishable products
  publication-title: Expert Systems with Applications
  doi: 10.1016/j.eswa.2022.116628
– volume: 52
  start-page: 35
  issue: 1
  year: 2004
  ident: 10.1016/j.eswa.2023.120476_b0030
  article-title: The price of robustness
  publication-title: Operations Research
  doi: 10.1287/opre.1030.0065
– volume: 91
  start-page: 21
  year: 2018
  ident: 10.1016/j.eswa.2023.120476_b0130
  article-title: A bi-objective aggregate production planning problem with learning effect and machine deterioration: Modeling and solution
  publication-title: Computers & Operations Research
  doi: 10.1016/j.cor.2017.11.001
– volume: 77
  start-page: 438
  year: 2019
  ident: 10.1016/j.eswa.2023.120476_b0005
  article-title: An approach of TOPSIS technique for developing supplier selection with group decision making under type-2 neutrosophic number
  publication-title: Applied Soft Computing
  doi: 10.1016/j.asoc.2019.01.035
– volume: 49
  start-page: 121
  issue: 2
  year: 1992
  ident: 10.1016/j.eswa.2023.120476_b0120
  article-title: A new approach to some possibilistic linear programming problems
  publication-title: Fuzzy Sets and Systems
  doi: 10.1016/0165-0114(92)90318-X
– volume: 39
  start-page: 1256
  issue: 1
  year: 2012
  ident: 10.1016/j.eswa.2023.120476_b0150
  article-title: An aggregate production planning model for two phase production systems: Solving with genetic algorithm and tabu search
  publication-title: Expert Systems with Applications
  doi: 10.1016/j.eswa.2011.07.134
– volume: 101
  start-page: 499
  issue: 6
  year: 2019
  ident: 10.1016/j.eswa.2023.120476_b0080
  article-title: A multi-objective invasive weed optimization algorithm for robust aggregate production planning under uncertain seasonal demand
  publication-title: Computing
  doi: 10.1007/s00607-018-00692-2
– volume: 29
  start-page: 3396
  issue: 10
  year: 2022
  ident: 10.1016/j.eswa.2023.120476_b0060
  article-title: A multi-product and multi-period aggregate production plan: A case of automobile component manufacturing firm
  publication-title: Benchmarking: An International Journal
  doi: 10.1108/BIJ-07-2021-0425
– start-page: 1
  year: 2022
  ident: 10.1016/j.eswa.2023.120476_b0185
  article-title: A hybrid biobjective markov chain based optimization model for sustainable aggregate production planning
  publication-title: IEEE Transactions on Engineering Management
– volume: 11
  start-page: e0147502
  issue: 1
  year: 2016
  ident: 10.1016/j.eswa.2023.120476_b0195
  article-title: Sustainability in supply chain management: Aggregate planning from sustainability perspective
  publication-title: PloS one
  doi: 10.1371/journal.pone.0147502
– volume: 1
  start-page: 39
  issue: 1
  year: 1977
  ident: 10.1016/j.eswa.2023.120476_b0040
  article-title: Goal programming and multiple objective optimizations: Part 1
  publication-title: European Journal of Operational Research
  doi: 10.1016/S0377-2217(77)81007-2
– volume: 230
  start-page: 26
  issue: 1
  year: 2013
  ident: 10.1016/j.eswa.2023.120476_b0135
  article-title: A stochastic aggregate production planning model in a green supply chain: Considering flexible lead times, nonlinear purchase and shortage cost functions
  publication-title: European Journal of Operational Research
  doi: 10.1016/j.ejor.2013.03.033
– volume: 21
  start-page: 273
  issue: 1
  year: 2021
  ident: 10.1016/j.eswa.2023.120476_b0145
  article-title: A light robust model for aggregate production planning with consideration of environmental impacts of machines
  publication-title: Operational Research
  doi: 10.1007/s12351-019-00451-x
– volume: 266
  year: 2020
  ident: 10.1016/j.eswa.2023.120476_b0025
  article-title: A comparative assessment of solid waste management performance in the Nordic countries based on BWM-EDAS
  publication-title: Journal of Cleaner Production
  doi: 10.1016/j.jclepro.2020.122008
SSID ssj0017007
Score 2.5311182
Snippet This study introduces a sustainable-robust aggregate production planning (APP) problem taking into account workforce productivity, outsourcing option and...
SourceID crossref
elsevier
SourceType Enrichment Source
Index Database
Publisher
StartPage 120476
SubjectTerms Bi-level decision-making system
BWM-WASPAS-Neutrosophic
Resilient supplier selection
Robust optimization
Sustainable aggregate production planning
Workforce productivity
Title A bi-level decision-making system to optimize a robust-resilient-sustainable aggregate production planning problem
URI https://dx.doi.org/10.1016/j.eswa.2023.120476
Volume 228
WOSCitedRecordID wos000999121600001&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: PRVESC
  databaseName: Elsevier SD Freedom Collection Journals 2021
  customDbUrl:
  eissn: 1873-6793
  dateEnd: 99991231
  omitProxy: false
  ssIdentifier: ssj0017007
  issn: 0957-4174
  databaseCode: AIEXJ
  dateStart: 19950101
  isFulltext: true
  titleUrlDefault: https://www.sciencedirect.com
  providerName: Elsevier
link http://cvtisr.summon.serialssolutions.com/2.0.0/link/0/eLvHCXMwtV1Lj9MwELZKlwMX3ojlJR-4RV7l4byOBRWxCCoOi9RbNIkdNt1uukqzZeFH8JsZx3bSLVCxBy5RFCVOlPky_jyZmY-Q12XRKRsBK_w8YhzckiUBCJan0pMiD3hYdH1mP8azWTKfp59Ho5-2FmazjOs6ubpKL_6rqfEYGluVzt7A3P2geAD30ei4RbPj9p8MP3Hyii1VLpAjjIAOO-80p0zbZkU3V-gpzqsf0gGnWeWX65bhsrtaquJItt6qqYKvuB5XkTaVyCV0p1mlPN0JHTlGjeZadF-1Tm7NnWzp3NZP8j5SUDVnuKrWaUDTpkQ38wZykAMCvwvd3mAGolIu7XTA8Sc4FbDp8hCOG1hsRy78LgdO1272IciYcU-r9Fhv7Jtace1PPd_lWh_mN1evow6LI7n-pvpH-cHRcPL1vto7812fhWgT3BaZGiNTY2R6jFvkwI_DNBmTg8nxdP6h_y8Vu7oA3z65KcPSGYO7T_JnqrNFX07uk7tm3UEnGi8PyEjWD8k9q-lBjYt_RJoJtfChO_Ch2qi0XVELHwp0H3xoDx86wIda-FADn8fky7vpydv3zOhysCJw3Zbhq_FC4eJnzgXyyTAVIlJzpkQ2myRIeQFCKHiUJ0hnI4ColMiB3JLHwD0o0uAJGderWj4ltBRllEqRljF3eekhzEIucBYRPHdjcJND4tlXmBWmab3STllmfzfeIXH6ay50y5a9Z4fWMpkhnZpMZgi0Pdc9u9FdnpM7wxfwgozb5lK-JLeLTVutm1cGZb8A3-epRQ
linkProvider Elsevier
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=A+bi-level+decision-making+system+to+optimize+a+robust-resilient-sustainable+aggregate+production+planning+problem&rft.jtitle=Expert+systems+with+applications&rft.au=Tirkolaee%2C+Erfan+Babaee&rft.au=Aydin%2C+Nadi+Serhan&rft.au=Mahdavi%2C+Iraj&rft.date=2023-10-15&rft.issn=0957-4174&rft.volume=228&rft.spage=120476&rft_id=info:doi/10.1016%2Fj.eswa.2023.120476&rft.externalDBID=n%2Fa&rft.externalDocID=10_1016_j_eswa_2023_120476
thumbnail_l http://covers-cdn.summon.serialssolutions.com/index.aspx?isbn=/lc.gif&issn=0957-4174&client=summon
thumbnail_m http://covers-cdn.summon.serialssolutions.com/index.aspx?isbn=/mc.gif&issn=0957-4174&client=summon
thumbnail_s http://covers-cdn.summon.serialssolutions.com/index.aspx?isbn=/sc.gif&issn=0957-4174&client=summon