Planning pharmaceutical manufacturing networks in the light of uncertain production approval times

In the light of shortening product life cycles and growing competition, supply chain efficiency has become a priority for researching pharmaceutical companies. Improving capacity management through dynamic product (re-)allocations is a widely acknowledged lever to achieve significant efficiency gain...

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Published inInternational journal of production economics Vol. 244; p. 108343
Main Authors Blossey, Gregor, Hahn, Gerd J., Koberstein, Achim
Format Journal Article
LanguageEnglish
Published Elsevier B.V 01.02.2022
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ISSN0925-5273
1873-7579
DOI10.1016/j.ijpe.2021.108343

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Abstract In the light of shortening product life cycles and growing competition, supply chain efficiency has become a priority for researching pharmaceutical companies. Improving capacity management through dynamic product (re-)allocations is a widely acknowledged lever to achieve significant efficiency gains. However, product allocations in the pharmaceutical industry are subject to a specific source of uncertainty. Any facility that is to manufacture a given product for the very first time requires a production approval from regulatory authorities. The duration of the approval process is highly uncertain and can delay the completion of product allocations by several years. This implicitly affects decisions about outsourcing to contract manufacturing organizations (CMOs) who play an essential role in pharmaceutical supply chains (PSCs). Outsourcing is typically based on long-term contractual agreements and thus should be considered in a strategic time frame. To address these issues, we develop a two-stage stochastic MILP model for PSC network design under demand and approval time uncertainty. More specifically, we focus on the secondary manufacturing stage, which comprises all processes converting active pharmaceutical ingredients into finished drug products. A numerical study based on a real-life case of a global pharmaceutical company is presented to validate the applicability of our approach. The results show that approval times drive optimal allocation strategies and may induce different degrees of decentralization at upstream and downstream manufacturing stages. Furthermore, they are guiding make-or-buy decisions while uncertain demands mainly affect global capacity provisioning.
AbstractList In the light of shortening product life cycles and growing competition, supply chain efficiency has become a priority for researching pharmaceutical companies. Improving capacity management through dynamic product (re-)allocations is a widely acknowledged lever to achieve significant efficiency gains. However, product allocations in the pharmaceutical industry are subject to a specific source of uncertainty. Any facility that is to manufacture a given product for the very first time requires a production approval from regulatory authorities. The duration of the approval process is highly uncertain and can delay the completion of product allocations by several years. This implicitly affects decisions about outsourcing to contract manufacturing organizations (CMOs) who play an essential role in pharmaceutical supply chains (PSCs). Outsourcing is typically based on long-term contractual agreements and thus should be considered in a strategic time frame. To address these issues, we develop a two-stage stochastic MILP model for PSC network design under demand and approval time uncertainty. More specifically, we focus on the secondary manufacturing stage, which comprises all processes converting active pharmaceutical ingredients into finished drug products. A numerical study based on a real-life case of a global pharmaceutical company is presented to validate the applicability of our approach. The results show that approval times drive optimal allocation strategies and may induce different degrees of decentralization at upstream and downstream manufacturing stages. Furthermore, they are guiding make-or-buy decisions while uncertain demands mainly affect global capacity provisioning.
ArticleNumber 108343
Author Hahn, Gerd J.
Koberstein, Achim
Blossey, Gregor
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  email: koberstein@europa-uni.de
  organization: European University Viadrina, Große Scharrnstrasse 59, 15230, Frankfurt (Oder), Germany
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Cites_doi 10.1080/00207540600821009
10.1007/s10479-006-0001-3
10.1080/09511920310001593100
10.1016/j.cherd.2011.04.005
10.1016/S0377-2217(99)00256-8
10.1016/j.cherd.2016.02.015
10.1021/ie0100030
10.1007/s00170-011-3290-x
10.1287/mnsc.33.11.1469
10.1016/j.pursup.2013.09.001
10.1287/inte.32.4.28.54
10.1016/j.compchemeng.2017.04.008
10.1016/S0925-5273(01)00101-3
10.1016/j.ins.2017.09.046
10.1016/j.compchemeng.2007.11.010
10.1016/j.ejor.2006.08.028
10.1007/BF01585113
10.1016/j.omega.2011.09.006
10.12785/amis/080243
10.1287/mnsc.20.5.822
10.1016/j.ijpe.2005.03.011
10.1016/j.omega.2015.01.006
10.1021/ie300324h
10.1016/j.omega.2015.12.010
10.1016/S0925-5273(03)00198-1
10.1016/j.omega.2019.06.006
10.1080/00207543.2014.965349
10.1023/A:1021853807313
10.1205/fbp06001
10.1016/j.cie.2014.09.030
10.24251/HICSS.2021.173
10.1016/j.cor.2017.12.016
10.1016/j.ijpe.2006.04.011
10.1080/00207543.2015.1070215
10.1016/j.ijpe.2007.02.035
10.1016/j.ijpe.2008.08.002
10.1016/j.cie.2020.106397
10.1016/j.compchemeng.2019.106672
10.1016/j.compchemeng.2009.06.014
10.1016/j.compchemeng.2012.07.002
10.1057/palgrave.jors.2602381
10.1016/j.omega.2018.12.001
10.1016/S0377-2217(02)00700-2
10.1016/S0377-2217(01)00023-6
10.1016/S0925-5273(03)00046-X
10.1016/j.ejor.2017.04.009
10.1016/j.cie.2015.08.019
10.1016/j.ces.2009.12.036
10.1016/j.ijpe.2013.01.019
10.1016/j.ijpe.2015.09.033
10.1021/ie990870t
10.1016/j.compchemeng.2004.02.012
10.1016/j.compchemeng.2015.06.008
10.1016/j.compchemeng.2012.03.002
10.1016/j.ejor.2008.05.007
10.1016/j.ejor.2004.09.018
10.1016/j.ejor.2008.07.034
10.1016/j.orp.2017.05.002
10.1016/j.tre.2018.08.008
10.1016/j.apm.2019.01.046
10.1016/j.ijpe.2014.10.010
10.1016/j.ejor.2009.06.011
10.12988/imf.2017.7118
10.1016/j.compchemeng.2015.03.006
10.1287/inte.25.1.69
10.1016/j.ejor.2007.05.014
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Keywords Approval times
Pharmaceutical manufacturing
Strategic network design
Stochastic programming
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References Grunow, Günther, Yang (bib28) 2003; 25
Høyland, Kaut, Wallace (bib33) 2003; 24
Susarla, Karimi (bib64) 2012; 42
Lemmens, Decouttere, Vandaele, Bernuzzi (bib39) 2016; 109
Blossey, Hahn, Koberstein (bib12) 2021
Melo, Nickel, Saldanha-da Gama (bib47) 2009; 196
Pimentel, Mateus, Almeida (bib58) 2013; 145
Tsang, Samsatli, Shah (bib66) 2007; 85
Govindan, Fattahi, Keyvanshokooh (bib27) 2017; 263
Martel (bib45) 2005
Fandel, Stammen (bib20) 2004; 89
Fattahi, Govindan, Keyvanshokooh (bib22) 2018; 100
Eskandarpour, Dejax, Miemczyk, Péton (bib19) 2015; 54
Korpela, Kyläheiko, Lehmusvaara, Tuominen (bib37) 2002; 78
Hasani, Zegordi, Nikbakhsh (bib31) 2015; 53
Meiler, Tonke, Grunow, Günther (bib46) 2015; 77
Nicholson, Vakharia, Selcuk Erenguc (bib52) 2004; 154
Hinojosa, Puerto, Fernández (bib32) 2000; 123
Marques, Moniz, de Sousa, Barbosa-Póvoa (bib43) 2017; 106
Scheel, Eitelwein, Moliner (bib60) 2014
van Engeland, Beliën, de Boeck, de Jaeger (bib69) 2020; 91
Klibi, Martel, Guitouni (bib36) 2010; 203
Arntzen, Brown, Harrison, Trafton (bib2) 1995; 25
Azizi, Hu, Mokari (bib4) 2020; 143
Papageorgiou (bib54) 2009; 33
FDA (bib23) 2019
Gupta, Peters, Miller, Blyden (bib29) 2002; 32
Amiri (bib1) 2006; 171
(bib72) 2016; 30
Geoffrion, Graves (bib24) 1974; 20
Papageorgiou, Rotstein, Shah (bib55) 2001; 40
Brown, Graves, Honczarenko (bib13) 1987; 33
Fattahi, Govindan (bib21) 2018; 118
Madadi, Kurz, Taaffe, Sharp, Mason (bib42) 2014; 78
Kaut, Wallace (bib35) 2007; 3
Cordeau, Pasin, Solomon (bib15) 2006; 144
Poojari, Lucas, Mitra (bib59) 2008; 59
Zahiri, Jula, Tavakkoli-Moghaddam (bib73) 2018; 423
Jin, Ma, Yao, Ren (bib34) 2014; 8
Colvin, Maravelias (bib14) 2008; 32
Laínez, Schaefer, Reklaitis (bib38) 2012; 47
Levis, Papageorgiou (bib40) 2004; 28
Govindan, Fattahi (bib26) 2017; 183
Verter, Dasci (bib70) 2002; 136
Cortinhal, Lopes, Melo (bib16) 2015; 90
Li, Huang, Nie, Nie (bib41) 2008; 189
Narayana, Kumar Pati, Vrat (bib51) 2014; 20
Nickel, Saldanha-da Gama, Ziegler (bib53) 2012; 40
Dutta, Fourer, Majumdar, Dutta (bib18) 2007; 106
Hansen, Grunow (bib30) 2015; 161
Paquet, Martel, Montreuil (bib57) 2008; 46
Azaron, Brown, Tarim, Modarres (bib3) 2008; 116
Settanni, Harrington, Srai (bib61) 2017; 4
Tsiakis, Shah, Pantelides (bib68) 2001; 40
Bhutta, Huq, Frazier, Mohamed (bib9) 2003; 86
Tsiakis, Papageorgiou (bib67) 2008; 111
Sundaramoorthy, Evans, Barton (bib63) 2012; 51
Bagui, Mehra (bib7) 2017; 12
Torabi, Namdar, Hatefi, Jolai (bib65) 2015; 54
Babazadeh, Razmi, Pishvaee, Rabbani (bib5) 2017; 66
Birge, Louveaux (bib11) 2011
Naraharisetti, Karimi (bib50) 2010; 65
Baboli, Fondrevelle, Tavakkoli-Moghaddam, Mehrabi (bib6) 2011; 57
Goh, Lim, Meng (bib25) 2007; 182
Paquet, Martel, Desaulniers (bib56) 2004; 17
Birge (bib10) 1982; 24
Marques, Moniz, de Sousa, Barbosa-Povoa, Reklaitis (bib44) 2020; 134
Mohammadi Bidhandi, Mohd Yusuff, Megat Ahmad, Abu Bakar (bib48) 2009; 198
Cortinhal, Lopes, Melo (bib17) 2019; 70
Mousazadeh, Torabi, Zahiri (bib49) 2015; 82
Sousa, Liu, Papageorgiou, Shah (bib62) 2011; 89
Vila, Martel, Beauregard (bib71) 2006; 102
Bakker, Dunke, Nickel (bib8) 2020; 96
Govindan (10.1016/j.ijpe.2021.108343_bib27) 2017; 263
Jin (10.1016/j.ijpe.2021.108343_bib34) 2014; 8
Papageorgiou (10.1016/j.ijpe.2021.108343_bib54) 2009; 33
Cortinhal (10.1016/j.ijpe.2021.108343_bib16) 2015; 90
Kaut (10.1016/j.ijpe.2021.108343_bib35) 2007; 3
Paquet (10.1016/j.ijpe.2021.108343_bib57) 2008; 46
Bagui (10.1016/j.ijpe.2021.108343_bib7) 2017; 12
Blossey (10.1016/j.ijpe.2021.108343_bib12) 2021
Mohammadi Bidhandi (10.1016/j.ijpe.2021.108343_bib48) 2009; 198
Azaron (10.1016/j.ijpe.2021.108343_bib3) 2008; 116
Narayana (10.1016/j.ijpe.2021.108343_bib51) 2014; 20
Birge (10.1016/j.ijpe.2021.108343_bib11) 2011
Li (10.1016/j.ijpe.2021.108343_bib41) 2008; 189
Brown (10.1016/j.ijpe.2021.108343_bib13) 1987; 33
Susarla (10.1016/j.ijpe.2021.108343_bib64) 2012; 42
Tsiakis (10.1016/j.ijpe.2021.108343_bib68) 2001; 40
FDA (10.1016/j.ijpe.2021.108343_bib23) 2019
Høyland (10.1016/j.ijpe.2021.108343_bib33) 2003; 24
Torabi (10.1016/j.ijpe.2021.108343_bib65) 2015; 54
Zahiri (10.1016/j.ijpe.2021.108343_bib73) 2018; 423
Nickel (10.1016/j.ijpe.2021.108343_bib53) 2012; 40
Fattahi (10.1016/j.ijpe.2021.108343_bib22) 2018; 100
Hansen (10.1016/j.ijpe.2021.108343_bib30) 2015; 161
Poojari (10.1016/j.ijpe.2021.108343_bib59) 2008; 59
Scheel (10.1016/j.ijpe.2021.108343_bib60) 2014
Amiri (10.1016/j.ijpe.2021.108343_bib1) 2006; 171
Grunow (10.1016/j.ijpe.2021.108343_bib28) 2003; 25
Tsang (10.1016/j.ijpe.2021.108343_bib66) 2007; 85
Vila (10.1016/j.ijpe.2021.108343_bib71) 2006; 102
Settanni (10.1016/j.ijpe.2021.108343_bib61) 2017; 4
Meiler (10.1016/j.ijpe.2021.108343_bib46) 2015; 77
Lemmens (10.1016/j.ijpe.2021.108343_bib39) 2016; 109
Martel (10.1016/j.ijpe.2021.108343_bib45) 2005
Naraharisetti (10.1016/j.ijpe.2021.108343_bib50) 2010; 65
Dutta (10.1016/j.ijpe.2021.108343_bib18) 2007; 106
Eskandarpour (10.1016/j.ijpe.2021.108343_bib19) 2015; 54
Korpela (10.1016/j.ijpe.2021.108343_bib37) 2002; 78
Bakker (10.1016/j.ijpe.2021.108343_bib8) 2020; 96
Bhutta (10.1016/j.ijpe.2021.108343_bib9) 2003; 86
Sousa (10.1016/j.ijpe.2021.108343_bib62) 2011; 89
Melo (10.1016/j.ijpe.2021.108343_bib47) 2009; 196
Azizi (10.1016/j.ijpe.2021.108343_bib4) 2020; 143
Hinojosa (10.1016/j.ijpe.2021.108343_bib32) 2000; 123
Arntzen (10.1016/j.ijpe.2021.108343_bib2) 1995; 25
Baboli (10.1016/j.ijpe.2021.108343_bib6) 2011; 57
Govindan (10.1016/j.ijpe.2021.108343_bib26) 2017; 183
Hasani (10.1016/j.ijpe.2021.108343_bib31) 2015; 53
Levis (10.1016/j.ijpe.2021.108343_bib40) 2004; 28
Colvin (10.1016/j.ijpe.2021.108343_bib14) 2008; 32
Sundaramoorthy (10.1016/j.ijpe.2021.108343_bib63) 2012; 51
Marques (10.1016/j.ijpe.2021.108343_bib43) 2017; 106
Madadi (10.1016/j.ijpe.2021.108343_bib42) 2014; 78
Marques (10.1016/j.ijpe.2021.108343_bib44) 2020; 134
Birge (10.1016/j.ijpe.2021.108343_bib10) 1982; 24
Klibi (10.1016/j.ijpe.2021.108343_bib36) 2010; 203
Verter (10.1016/j.ijpe.2021.108343_bib70) 2002; 136
Fattahi (10.1016/j.ijpe.2021.108343_bib21) 2018; 118
Tsiakis (10.1016/j.ijpe.2021.108343_bib67) 2008; 111
Cortinhal (10.1016/j.ijpe.2021.108343_bib17) 2019; 70
Goh (10.1016/j.ijpe.2021.108343_bib25) 2007; 182
van Engeland (10.1016/j.ijpe.2021.108343_bib69) 2020; 91
Babazadeh (10.1016/j.ijpe.2021.108343_bib5) 2017; 66
Nicholson (10.1016/j.ijpe.2021.108343_bib52) 2004; 154
Gupta (10.1016/j.ijpe.2021.108343_bib29) 2002; 32
Pimentel (10.1016/j.ijpe.2021.108343_bib58) 2013; 145
Papageorgiou (10.1016/j.ijpe.2021.108343_bib55) 2001; 40
Paquet (10.1016/j.ijpe.2021.108343_bib56) 2004; 17
Fandel (10.1016/j.ijpe.2021.108343_bib20) 2004; 89
Cordeau (10.1016/j.ijpe.2021.108343_bib15) 2006; 144
Geoffrion (10.1016/j.ijpe.2021.108343_bib24) 1974; 20
Mousazadeh (10.1016/j.ijpe.2021.108343_bib49) 2015; 82
Laínez (10.1016/j.ijpe.2021.108343_bib38) 2012; 47
(10.1016/j.ijpe.2021.108343_bib72) 2016; 30
References_xml – volume: 90
  start-page: 118
  year: 2015
  end-page: 131
  ident: bib16
  article-title: Dynamic design and re-design of multi-echelon, multi-product logistics networks with outsourcing opportunities: a computational study
  publication-title: Comput. Ind. Eng.
– volume: 145
  start-page: 139
  year: 2013
  end-page: 149
  ident: bib58
  article-title: Stochastic capacity planning and dynamic network design
  publication-title: Int. J. Prod. Econ.
– volume: 91
  start-page: 102012
  year: 2020
  ident: bib69
  article-title: Literature review: strategic network optimization models in waste reverse supply chains
  publication-title: Omega
– volume: 109
  start-page: 366
  year: 2016
  end-page: 384
  ident: bib39
  article-title: A review of integrated supply chain network design models: key issues for vaccine supply chains
  publication-title: Chem. Eng. Res. Des.
– volume: 161
  start-page: 129
  year: 2015
  end-page: 139
  ident: bib30
  article-title: Planning operations before market launch for balancing time-to-market and risks in pharmaceutical supply chains
  publication-title: Int. J. Prod. Econ.
– volume: 40
  start-page: 275
  year: 2001
  end-page: 286
  ident: bib55
  article-title: Strategic supply chain optimization for the pharmaceutical industries
  publication-title: Ind. Eng. Chem. Res.
– year: 2014
  ident: bib60
  article-title: Preparing the Supply Chain Pharma Needs. A.T. Kearney Pharma Supply Chain Panel
– volume: 86
  start-page: 201
  year: 2003
  end-page: 216
  ident: bib9
  article-title: An integrated location, production, distribution and investment model for a multinational corporation
  publication-title: Int. J. Prod. Econ.
– volume: 77
  start-page: 43
  year: 2015
  end-page: 58
  ident: bib46
  article-title: Pattern-based supply network planning in the pharmaceutical industry
  publication-title: Comput. Chem. Eng.
– volume: 423
  start-page: 257
  year: 2018
  end-page: 283
  ident: bib73
  article-title: Design of a pharmaceutical supply chain network under uncertainty considering perishability and substitutability of products
  publication-title: Inf. Sci.
– volume: 78
  start-page: 187
  year: 2002
  end-page: 195
  ident: bib37
  article-title: An analytic approach to production capacity allocation and supply chain design
  publication-title: Int. J. Prod. Econ.
– volume: 54
  start-page: 11
  year: 2015
  end-page: 32
  ident: bib19
  article-title: Sustainable supply chain network design: an optimization-oriented review
  publication-title: Omega
– volume: 196
  start-page: 401
  year: 2009
  end-page: 412
  ident: bib47
  article-title: Facility location and supply chain management: a review
  publication-title: Eur. J. Oper. Res.
– volume: 20
  start-page: 822
  year: 1974
  end-page: 844
  ident: bib24
  article-title: Multicommodity distribution system design by Benders decomposition
  publication-title: Manag. Sci.
– volume: 66
  start-page: 258
  year: 2017
  end-page: 277
  ident: bib5
  article-title: A sustainable second-generation biodiesel supply chain network design problem under risk
  publication-title: Omega
– volume: 100
  start-page: 314
  year: 2018
  end-page: 332
  ident: bib22
  article-title: A multi-stage stochastic program for supply chain network redesign problem with price-dependent uncertain demands
  publication-title: Comput. Oper. Res.
– volume: 32
  start-page: 2626
  year: 2008
  end-page: 2642
  ident: bib14
  article-title: A stochastic programming approach for clinical trial planning in new drug development
  publication-title: Comput. Chem. Eng.
– volume: 182
  start-page: 164
  year: 2007
  end-page: 173
  ident: bib25
  article-title: A stochastic model for risk management in global supply chain networks
  publication-title: Eur. J. Oper. Res.
– volume: 89
  start-page: 2396
  year: 2011
  end-page: 2409
  ident: bib62
  article-title: Global supply chain planning for pharmaceuticals
  publication-title: Chem. Eng. Res. Des.
– volume: 24
  start-page: 314
  year: 1982
  end-page: 325
  ident: bib10
  article-title: The value of the stochastic solution in stochastic linear programs with fixed recourse
  publication-title: Math. Program.
– volume: 203
  start-page: 283
  year: 2010
  end-page: 293
  ident: bib36
  article-title: The design of robust value-creating supply chain networks: a critical review
  publication-title: Eur. J. Oper. Res.
– volume: 82
  start-page: 115
  year: 2015
  end-page: 128
  ident: bib49
  article-title: A robust possibilistic programming approach for pharmaceutical supply chain network design
  publication-title: Comput. Chem. Eng.
– volume: 106
  start-page: 796
  year: 2017
  end-page: 813
  ident: bib43
  article-title: A simulation-optimization approach to integrate process design and planning decisions under technical and market uncertainties: a case from the chemical-pharmaceutical industry
  publication-title: Comput. Chem. Eng.
– volume: 123
  start-page: 271
  year: 2000
  end-page: 291
  ident: bib32
  article-title: A multiperiod two-echelon multicommodity capacitated plant location problem
  publication-title: Eur. J. Oper. Res.
– volume: 118
  start-page: 534
  year: 2018
  end-page: 567
  ident: bib21
  article-title: A multi-stage stochastic program for the sustainable design of biofuel supply chain networks under biomass supply uncertainty and disruption risk: a real-life case study
  publication-title: Transport. Res. E Logist. Transport. Rev.
– volume: 4
  start-page: 74
  year: 2017
  end-page: 95
  ident: bib61
  article-title: Pharmaceutical supply chain models: a synthesis from a systems view of operations research
  publication-title: Operations Research Perspectives
– volume: 96
  start-page: 102080
  year: 2020
  ident: bib8
  article-title: A structuring review on multi-stage optimization under uncertainty: aligning concepts from theory and practice
  publication-title: Omega
– volume: 3
  start-page: 257
  year: 2007
  end-page: 271
  ident: bib35
  article-title: Evaluation of scenario-generation methods for stochastic programming
  publication-title: Pacific Journal of Optimization
– volume: 51
  start-page: 13692
  year: 2012
  end-page: 13702
  ident: bib63
  article-title: Capacity planning under clinical trials uncertainty in continuous pharmaceutical manufacturing, 1: mathematical framework
  publication-title: Ind. Eng. Chem. Res.
– volume: 40
  start-page: 3585
  year: 2001
  end-page: 3604
  ident: bib68
  article-title: Design of multi-echelon supply chain networks under demand uncertainty
  publication-title: Ind. Eng. Chem. Res.
– volume: 25
  start-page: 69
  year: 1995
  end-page: 93
  ident: bib2
  article-title: Global supply chain management at digital equipment corporation
  publication-title: Interfaces
– volume: 24
  start-page: 169
  year: 2003
  end-page: 185
  ident: bib33
  article-title: A heuristic for moment-matching scenario generation
  publication-title: Comput. Optim. Appl.
– volume: 183
  start-page: 680
  year: 2017
  end-page: 699
  ident: bib26
  article-title: Investigating risk and robustness measures for supply chain network design under demand uncertainty: a case study of glass supply chain
  publication-title: Int. J. Prod. Econ.
– volume: 70
  start-page: 572
  year: 2019
  end-page: 594
  ident: bib17
  article-title: A multi-stage supply chain network design problem with in-house production and partial product outsourcing
  publication-title: Appl. Math. Model.
– volume: 17
  start-page: 117
  year: 2004
  end-page: 125
  ident: bib56
  article-title: Including technology selection decisions in manufacturing network design models
  publication-title: Int. J. Comput. Integrated Manuf.
– start-page: 265
  year: 2005
  end-page: 305
  ident: bib45
  article-title: The design of production-distribution networks: a mathematical programming approach
  publication-title: Supply Chain Optimization
– volume: 144
  start-page: 59
  year: 2006
  end-page: 82
  ident: bib15
  article-title: An integrated model for logistics network design
  publication-title: Ann. Oper. Res.
– volume: 42
  start-page: 168
  year: 2012
  end-page: 177
  ident: bib64
  article-title: Integrated supply chain planning for multinational pharmaceutical enterprises
  publication-title: Comput. Chem. Eng.
– volume: 136
  start-page: 366
  year: 2002
  end-page: 382
  ident: bib70
  article-title: The plant location and flexible technology acquisition problem
  publication-title: Eur. J. Oper. Res.
– volume: 143
  start-page: 106397
  year: 2020
  ident: bib4
  article-title: A two-stage stochastic programming model for multi-period reverse logistics network design with lot-sizing
  publication-title: Comput. Ind. Eng.
– start-page: 1435
  year: 2021
  end-page: 1444
  ident: bib12
  article-title: Managing uncertainty in pharmaceutical supply chains: a structured review
  publication-title: Proceedings of the 54th Hawaii International Conference on System Sciences (HICSS-54)
– year: 2019
  ident: bib23
  article-title: Drug Shortages Infographic
– volume: 78
  start-page: 55
  year: 2014
  end-page: 65
  ident: bib42
  article-title: Supply network design: risk-averse or risk-neutral?
  publication-title: Comput. Ind. Eng.
– volume: 25
  start-page: 109
  year: 2003
  end-page: 141
  ident: bib28
  article-title: Plant co-ordination in pharmaceutics supply networks
  publication-title: Spectrum
– volume: 198
  start-page: 121
  year: 2009
  end-page: 128
  ident: bib48
  article-title: Development of a new approach for deterministic supply chain network design
  publication-title: Eur. J. Oper. Res.
– volume: 85
  start-page: 120
  year: 2007
  end-page: 128
  ident: bib66
  article-title: Capacity investment planning for multiple vaccines under uncertainty
  publication-title: Food Bioprod. Process.
– volume: 47
  start-page: 19
  year: 2012
  end-page: 28
  ident: bib38
  article-title: Challenges and opportunities in enterprise-wide optimization in the pharmaceutical industry
  publication-title: Comput. Chem. Eng.
– volume: 46
  start-page: 2009
  year: 2008
  end-page: 2030
  ident: bib57
  article-title: A manufacturing network design model based on processor and worker capabilities
  publication-title: Int. J. Prod. Res.
– volume: 134
  start-page: 106672
  year: 2020
  ident: bib44
  article-title: Decision-support challenges in the chemical-pharmaceutical industry: findings and future research directions
  publication-title: Comput. Chem. Eng.
– volume: 40
  start-page: 511
  year: 2012
  end-page: 524
  ident: bib53
  article-title: A multi-stage stochastic supply network design problem with financial decisions and risk management
  publication-title: Omega
– volume: 28
  start-page: 707
  year: 2004
  end-page: 725
  ident: bib40
  article-title: A hierarchical solution approach for multi-site capacity planning under uncertainty in the pharmaceutical industry
  publication-title: Comput. Chem. Eng.
– volume: 111
  start-page: 468
  year: 2008
  end-page: 483
  ident: bib67
  article-title: Optimal production allocation and distribution supply chain networks
  publication-title: Int. J. Prod. Econ.
– volume: 20
  start-page: 18
  year: 2014
  end-page: 40
  ident: bib51
  article-title: Managerial research on the pharmaceutical supply chain: a critical review and some insights for future directions
  publication-title: J. Purch. Supply Manag.
– volume: 12
  start-page: 399
  year: 2017
  end-page: 411
  ident: bib7
  article-title: Convergence of binomial to normal: multiple proofs
  publication-title: International Mathematical Forum
– volume: 54
  start-page: 1358
  year: 2015
  end-page: 1387
  ident: bib65
  article-title: An enhanced possibilistic programming approach for reliable closed-loop supply chain network design
  publication-title: Int. J. Prod. Res.
– volume: 59
  start-page: 2
  year: 2008
  end-page: 12
  ident: bib59
  article-title: Robust solutions and risk measures for a supply chain planning problem under uncertainty
  publication-title: J. Oper. Res. Soc.
– volume: 32
  start-page: 28
  year: 2002
  end-page: 45
  ident: bib29
  article-title: Implementing a distribution-network decision-support system at Pfizer/Warner-Lambert
  publication-title: Interfaces
– volume: 65
  start-page: 2596
  year: 2010
  end-page: 2607
  ident: bib50
  article-title: Supply chain redesign and new process introduction in multipurpose plants
  publication-title: Chem. Eng. Sci.
– volume: 154
  start-page: 271
  year: 2004
  end-page: 290
  ident: bib52
  article-title: Outsourcing inventory management decisions in healthcare: models and application
  publication-title: Eur. J. Oper. Res.
– volume: 102
  start-page: 358
  year: 2006
  end-page: 378
  ident: bib71
  article-title: Designing logistics networks in divergent process industries: a methodology and its application to the lumber industry
  publication-title: Int. J. Prod. Econ.
– volume: 53
  start-page: 1596
  year: 2015
  end-page: 1624
  ident: bib31
  article-title: Robust closed-loop global supply chain network design under uncertainty: the case of the medical device industry
  publication-title: Int. J. Prod. Res.
– volume: 116
  start-page: 129
  year: 2008
  end-page: 138
  ident: bib3
  article-title: A multi-objective stochastic programming approach for supply chain design considering risk
  publication-title: Int. J. Prod. Econ.
– volume: 189
  start-page: 399
  year: 2008
  end-page: 420
  ident: bib41
  article-title: A two-stage fuzzy robust integer programming approach for capacity planning of environmental management systems
  publication-title: Eur. J. Oper. Res.
– volume: 171
  start-page: 567
  year: 2006
  end-page: 576
  ident: bib1
  article-title: Designing a distribution network in a supply chain system: formulation and efficient solution procedure
  publication-title: Eur. J. Oper. Res.
– volume: 8
  start-page: 819
  year: 2014
  end-page: 826
  ident: bib34
  article-title: An effective heuristic algorithm for robust supply chain network design under uncertainty
  publication-title: Applied Mathematics & Information Sciences
– volume: 33
  start-page: 1931
  year: 2009
  end-page: 1938
  ident: bib54
  article-title: Supply chain optimisation for the process industries: advances and opportunities
  publication-title: Comput. Chem. Eng.
– volume: 57
  start-page: 367
  year: 2011
  end-page: 378
  ident: bib6
  article-title: A replenishment policy based on joint optimization in a downstream pharmaceutical supply chain: centralized vs. decentralized replenishment
  publication-title: Int. J. Adv. Manuf. Technol.
– year: 2011
  ident: bib11
  article-title: Introduction to Stochastic Programming. Springer Series in Operations Research and Financial Engineering. 2
– volume: 33
  start-page: 1469
  year: 1987
  end-page: 1480
  ident: bib13
  article-title: Design and operation of a multicommodity production/distribution system using primal goal decomposition
  publication-title: Manag. Sci.
– volume: 106
  start-page: 92
  year: 2007
  end-page: 103
  ident: bib18
  article-title: An optimization-based decision support system for strategic planning in a process industry: the case of a pharmaceutical company in India
  publication-title: Int. J. Prod. Econ.
– volume: 30
  start-page: 180
  year: 2016
  end-page: 185
  ident: bib72
  article-title: Medicines shortages: global approaches to addressing shortages of essential medicines in health systems
  publication-title: WHO Drug Inf.
– volume: 89
  start-page: 293
  year: 2004
  end-page: 308
  ident: bib20
  article-title: A general model for extended strategic supply chain management with emphasis on product life cycles including development and recycling
  publication-title: Int. J. Prod. Econ.
– volume: 263
  start-page: 108
  year: 2017
  end-page: 141
  ident: bib27
  article-title: Supply chain network design under uncertainty: a comprehensive review and future research directions
  publication-title: Eur. J. Oper. Res.
– volume: 46
  start-page: 2009
  year: 2008
  ident: 10.1016/j.ijpe.2021.108343_bib57
  article-title: A manufacturing network design model based on processor and worker capabilities
  publication-title: Int. J. Prod. Res.
  doi: 10.1080/00207540600821009
– volume: 144
  start-page: 59
  year: 2006
  ident: 10.1016/j.ijpe.2021.108343_bib15
  article-title: An integrated model for logistics network design
  publication-title: Ann. Oper. Res.
  doi: 10.1007/s10479-006-0001-3
– volume: 17
  start-page: 117
  year: 2004
  ident: 10.1016/j.ijpe.2021.108343_bib56
  article-title: Including technology selection decisions in manufacturing network design models
  publication-title: Int. J. Comput. Integrated Manuf.
  doi: 10.1080/09511920310001593100
– volume: 89
  start-page: 2396
  year: 2011
  ident: 10.1016/j.ijpe.2021.108343_bib62
  article-title: Global supply chain planning for pharmaceuticals
  publication-title: Chem. Eng. Res. Des.
  doi: 10.1016/j.cherd.2011.04.005
– volume: 123
  start-page: 271
  year: 2000
  ident: 10.1016/j.ijpe.2021.108343_bib32
  article-title: A multiperiod two-echelon multicommodity capacitated plant location problem
  publication-title: Eur. J. Oper. Res.
  doi: 10.1016/S0377-2217(99)00256-8
– volume: 109
  start-page: 366
  year: 2016
  ident: 10.1016/j.ijpe.2021.108343_bib39
  article-title: A review of integrated supply chain network design models: key issues for vaccine supply chains
  publication-title: Chem. Eng. Res. Des.
  doi: 10.1016/j.cherd.2016.02.015
– volume: 40
  start-page: 3585
  year: 2001
  ident: 10.1016/j.ijpe.2021.108343_bib68
  article-title: Design of multi-echelon supply chain networks under demand uncertainty
  publication-title: Ind. Eng. Chem. Res.
  doi: 10.1021/ie0100030
– volume: 57
  start-page: 367
  year: 2011
  ident: 10.1016/j.ijpe.2021.108343_bib6
  article-title: A replenishment policy based on joint optimization in a downstream pharmaceutical supply chain: centralized vs. decentralized replenishment
  publication-title: Int. J. Adv. Manuf. Technol.
  doi: 10.1007/s00170-011-3290-x
– volume: 33
  start-page: 1469
  year: 1987
  ident: 10.1016/j.ijpe.2021.108343_bib13
  article-title: Design and operation of a multicommodity production/distribution system using primal goal decomposition
  publication-title: Manag. Sci.
  doi: 10.1287/mnsc.33.11.1469
– volume: 20
  start-page: 18
  year: 2014
  ident: 10.1016/j.ijpe.2021.108343_bib51
  article-title: Managerial research on the pharmaceutical supply chain: a critical review and some insights for future directions
  publication-title: J. Purch. Supply Manag.
  doi: 10.1016/j.pursup.2013.09.001
– volume: 32
  start-page: 28
  year: 2002
  ident: 10.1016/j.ijpe.2021.108343_bib29
  article-title: Implementing a distribution-network decision-support system at Pfizer/Warner-Lambert
  publication-title: Interfaces
  doi: 10.1287/inte.32.4.28.54
– volume: 106
  start-page: 796
  year: 2017
  ident: 10.1016/j.ijpe.2021.108343_bib43
  article-title: A simulation-optimization approach to integrate process design and planning decisions under technical and market uncertainties: a case from the chemical-pharmaceutical industry
  publication-title: Comput. Chem. Eng.
  doi: 10.1016/j.compchemeng.2017.04.008
– volume: 78
  start-page: 187
  year: 2002
  ident: 10.1016/j.ijpe.2021.108343_bib37
  article-title: An analytic approach to production capacity allocation and supply chain design
  publication-title: Int. J. Prod. Econ.
  doi: 10.1016/S0925-5273(01)00101-3
– volume: 423
  start-page: 257
  year: 2018
  ident: 10.1016/j.ijpe.2021.108343_bib73
  article-title: Design of a pharmaceutical supply chain network under uncertainty considering perishability and substitutability of products
  publication-title: Inf. Sci.
  doi: 10.1016/j.ins.2017.09.046
– volume: 32
  start-page: 2626
  year: 2008
  ident: 10.1016/j.ijpe.2021.108343_bib14
  article-title: A stochastic programming approach for clinical trial planning in new drug development
  publication-title: Comput. Chem. Eng.
  doi: 10.1016/j.compchemeng.2007.11.010
– volume: 182
  start-page: 164
  year: 2007
  ident: 10.1016/j.ijpe.2021.108343_bib25
  article-title: A stochastic model for risk management in global supply chain networks
  publication-title: Eur. J. Oper. Res.
  doi: 10.1016/j.ejor.2006.08.028
– volume: 24
  start-page: 314
  year: 1982
  ident: 10.1016/j.ijpe.2021.108343_bib10
  article-title: The value of the stochastic solution in stochastic linear programs with fixed recourse
  publication-title: Math. Program.
  doi: 10.1007/BF01585113
– volume: 40
  start-page: 511
  year: 2012
  ident: 10.1016/j.ijpe.2021.108343_bib53
  article-title: A multi-stage stochastic supply network design problem with financial decisions and risk management
  publication-title: Omega
  doi: 10.1016/j.omega.2011.09.006
– volume: 8
  start-page: 819
  year: 2014
  ident: 10.1016/j.ijpe.2021.108343_bib34
  article-title: An effective heuristic algorithm for robust supply chain network design under uncertainty
  publication-title: Applied Mathematics & Information Sciences
  doi: 10.12785/amis/080243
– volume: 20
  start-page: 822
  year: 1974
  ident: 10.1016/j.ijpe.2021.108343_bib24
  article-title: Multicommodity distribution system design by Benders decomposition
  publication-title: Manag. Sci.
  doi: 10.1287/mnsc.20.5.822
– volume: 102
  start-page: 358
  year: 2006
  ident: 10.1016/j.ijpe.2021.108343_bib71
  article-title: Designing logistics networks in divergent process industries: a methodology and its application to the lumber industry
  publication-title: Int. J. Prod. Econ.
  doi: 10.1016/j.ijpe.2005.03.011
– volume: 54
  start-page: 11
  year: 2015
  ident: 10.1016/j.ijpe.2021.108343_bib19
  article-title: Sustainable supply chain network design: an optimization-oriented review
  publication-title: Omega
  doi: 10.1016/j.omega.2015.01.006
– volume: 51
  start-page: 13692
  year: 2012
  ident: 10.1016/j.ijpe.2021.108343_bib63
  article-title: Capacity planning under clinical trials uncertainty in continuous pharmaceutical manufacturing, 1: mathematical framework
  publication-title: Ind. Eng. Chem. Res.
  doi: 10.1021/ie300324h
– volume: 66
  start-page: 258
  year: 2017
  ident: 10.1016/j.ijpe.2021.108343_bib5
  article-title: A sustainable second-generation biodiesel supply chain network design problem under risk
  publication-title: Omega
  doi: 10.1016/j.omega.2015.12.010
– volume: 89
  start-page: 293
  year: 2004
  ident: 10.1016/j.ijpe.2021.108343_bib20
  article-title: A general model for extended strategic supply chain management with emphasis on product life cycles including development and recycling
  publication-title: Int. J. Prod. Econ.
  doi: 10.1016/S0925-5273(03)00198-1
– volume: 30
  start-page: 180
  year: 2016
  ident: 10.1016/j.ijpe.2021.108343_bib72
  article-title: Medicines shortages: global approaches to addressing shortages of essential medicines in health systems
  publication-title: WHO Drug Inf.
– volume: 96
  start-page: 102080
  year: 2020
  ident: 10.1016/j.ijpe.2021.108343_bib8
  article-title: A structuring review on multi-stage optimization under uncertainty: aligning concepts from theory and practice
  publication-title: Omega
  doi: 10.1016/j.omega.2019.06.006
– volume: 53
  start-page: 1596
  year: 2015
  ident: 10.1016/j.ijpe.2021.108343_bib31
  article-title: Robust closed-loop global supply chain network design under uncertainty: the case of the medical device industry
  publication-title: Int. J. Prod. Res.
  doi: 10.1080/00207543.2014.965349
– volume: 24
  start-page: 169
  year: 2003
  ident: 10.1016/j.ijpe.2021.108343_bib33
  article-title: A heuristic for moment-matching scenario generation
  publication-title: Comput. Optim. Appl.
  doi: 10.1023/A:1021853807313
– volume: 85
  start-page: 120
  year: 2007
  ident: 10.1016/j.ijpe.2021.108343_bib66
  article-title: Capacity investment planning for multiple vaccines under uncertainty
  publication-title: Food Bioprod. Process.
  doi: 10.1205/fbp06001
– volume: 78
  start-page: 55
  year: 2014
  ident: 10.1016/j.ijpe.2021.108343_bib42
  article-title: Supply network design: risk-averse or risk-neutral?
  publication-title: Comput. Ind. Eng.
  doi: 10.1016/j.cie.2014.09.030
– start-page: 1435
  year: 2021
  ident: 10.1016/j.ijpe.2021.108343_bib12
  article-title: Managing uncertainty in pharmaceutical supply chains: a structured review
  doi: 10.24251/HICSS.2021.173
– volume: 100
  start-page: 314
  year: 2018
  ident: 10.1016/j.ijpe.2021.108343_bib22
  article-title: A multi-stage stochastic program for supply chain network redesign problem with price-dependent uncertain demands
  publication-title: Comput. Oper. Res.
  doi: 10.1016/j.cor.2017.12.016
– year: 2014
  ident: 10.1016/j.ijpe.2021.108343_bib60
– volume: 106
  start-page: 92
  year: 2007
  ident: 10.1016/j.ijpe.2021.108343_bib18
  article-title: An optimization-based decision support system for strategic planning in a process industry: the case of a pharmaceutical company in India
  publication-title: Int. J. Prod. Econ.
  doi: 10.1016/j.ijpe.2006.04.011
– volume: 54
  start-page: 1358
  year: 2015
  ident: 10.1016/j.ijpe.2021.108343_bib65
  article-title: An enhanced possibilistic programming approach for reliable closed-loop supply chain network design
  publication-title: Int. J. Prod. Res.
  doi: 10.1080/00207543.2015.1070215
– volume: 111
  start-page: 468
  year: 2008
  ident: 10.1016/j.ijpe.2021.108343_bib67
  article-title: Optimal production allocation and distribution supply chain networks
  publication-title: Int. J. Prod. Econ.
  doi: 10.1016/j.ijpe.2007.02.035
– volume: 116
  start-page: 129
  year: 2008
  ident: 10.1016/j.ijpe.2021.108343_bib3
  article-title: A multi-objective stochastic programming approach for supply chain design considering risk
  publication-title: Int. J. Prod. Econ.
  doi: 10.1016/j.ijpe.2008.08.002
– volume: 143
  start-page: 106397
  year: 2020
  ident: 10.1016/j.ijpe.2021.108343_bib4
  article-title: A two-stage stochastic programming model for multi-period reverse logistics network design with lot-sizing
  publication-title: Comput. Ind. Eng.
  doi: 10.1016/j.cie.2020.106397
– volume: 134
  start-page: 106672
  year: 2020
  ident: 10.1016/j.ijpe.2021.108343_bib44
  article-title: Decision-support challenges in the chemical-pharmaceutical industry: findings and future research directions
  publication-title: Comput. Chem. Eng.
  doi: 10.1016/j.compchemeng.2019.106672
– volume: 33
  start-page: 1931
  year: 2009
  ident: 10.1016/j.ijpe.2021.108343_bib54
  article-title: Supply chain optimisation for the process industries: advances and opportunities
  publication-title: Comput. Chem. Eng.
  doi: 10.1016/j.compchemeng.2009.06.014
– volume: 47
  start-page: 19
  year: 2012
  ident: 10.1016/j.ijpe.2021.108343_bib38
  article-title: Challenges and opportunities in enterprise-wide optimization in the pharmaceutical industry
  publication-title: Comput. Chem. Eng.
  doi: 10.1016/j.compchemeng.2012.07.002
– volume: 59
  start-page: 2
  year: 2008
  ident: 10.1016/j.ijpe.2021.108343_bib59
  article-title: Robust solutions and risk measures for a supply chain planning problem under uncertainty
  publication-title: J. Oper. Res. Soc.
  doi: 10.1057/palgrave.jors.2602381
– volume: 91
  start-page: 102012
  year: 2020
  ident: 10.1016/j.ijpe.2021.108343_bib69
  article-title: Literature review: strategic network optimization models in waste reverse supply chains
  publication-title: Omega
  doi: 10.1016/j.omega.2018.12.001
– volume: 154
  start-page: 271
  year: 2004
  ident: 10.1016/j.ijpe.2021.108343_bib52
  article-title: Outsourcing inventory management decisions in healthcare: models and application
  publication-title: Eur. J. Oper. Res.
  doi: 10.1016/S0377-2217(02)00700-2
– year: 2019
  ident: 10.1016/j.ijpe.2021.108343_bib23
– volume: 136
  start-page: 366
  year: 2002
  ident: 10.1016/j.ijpe.2021.108343_bib70
  article-title: The plant location and flexible technology acquisition problem
  publication-title: Eur. J. Oper. Res.
  doi: 10.1016/S0377-2217(01)00023-6
– volume: 86
  start-page: 201
  year: 2003
  ident: 10.1016/j.ijpe.2021.108343_bib9
  article-title: An integrated location, production, distribution and investment model for a multinational corporation
  publication-title: Int. J. Prod. Econ.
  doi: 10.1016/S0925-5273(03)00046-X
– volume: 263
  start-page: 108
  year: 2017
  ident: 10.1016/j.ijpe.2021.108343_bib27
  article-title: Supply chain network design under uncertainty: a comprehensive review and future research directions
  publication-title: Eur. J. Oper. Res.
  doi: 10.1016/j.ejor.2017.04.009
– volume: 90
  start-page: 118
  year: 2015
  ident: 10.1016/j.ijpe.2021.108343_bib16
  article-title: Dynamic design and re-design of multi-echelon, multi-product logistics networks with outsourcing opportunities: a computational study
  publication-title: Comput. Ind. Eng.
  doi: 10.1016/j.cie.2015.08.019
– volume: 65
  start-page: 2596
  year: 2010
  ident: 10.1016/j.ijpe.2021.108343_bib50
  article-title: Supply chain redesign and new process introduction in multipurpose plants
  publication-title: Chem. Eng. Sci.
  doi: 10.1016/j.ces.2009.12.036
– volume: 3
  start-page: 257
  year: 2007
  ident: 10.1016/j.ijpe.2021.108343_bib35
  article-title: Evaluation of scenario-generation methods for stochastic programming
  publication-title: Pacific Journal of Optimization
– volume: 145
  start-page: 139
  year: 2013
  ident: 10.1016/j.ijpe.2021.108343_bib58
  article-title: Stochastic capacity planning and dynamic network design
  publication-title: Int. J. Prod. Econ.
  doi: 10.1016/j.ijpe.2013.01.019
– volume: 183
  start-page: 680
  year: 2017
  ident: 10.1016/j.ijpe.2021.108343_bib26
  article-title: Investigating risk and robustness measures for supply chain network design under demand uncertainty: a case study of glass supply chain
  publication-title: Int. J. Prod. Econ.
  doi: 10.1016/j.ijpe.2015.09.033
– volume: 40
  start-page: 275
  year: 2001
  ident: 10.1016/j.ijpe.2021.108343_bib55
  article-title: Strategic supply chain optimization for the pharmaceutical industries
  publication-title: Ind. Eng. Chem. Res.
  doi: 10.1021/ie990870t
– volume: 28
  start-page: 707
  year: 2004
  ident: 10.1016/j.ijpe.2021.108343_bib40
  article-title: A hierarchical solution approach for multi-site capacity planning under uncertainty in the pharmaceutical industry
  publication-title: Comput. Chem. Eng.
  doi: 10.1016/j.compchemeng.2004.02.012
– volume: 82
  start-page: 115
  year: 2015
  ident: 10.1016/j.ijpe.2021.108343_bib49
  article-title: A robust possibilistic programming approach for pharmaceutical supply chain network design
  publication-title: Comput. Chem. Eng.
  doi: 10.1016/j.compchemeng.2015.06.008
– year: 2011
  ident: 10.1016/j.ijpe.2021.108343_bib11
– volume: 42
  start-page: 168
  year: 2012
  ident: 10.1016/j.ijpe.2021.108343_bib64
  article-title: Integrated supply chain planning for multinational pharmaceutical enterprises
  publication-title: Comput. Chem. Eng.
  doi: 10.1016/j.compchemeng.2012.03.002
– start-page: 265
  year: 2005
  ident: 10.1016/j.ijpe.2021.108343_bib45
  article-title: The design of production-distribution networks: a mathematical programming approach
– volume: 196
  start-page: 401
  year: 2009
  ident: 10.1016/j.ijpe.2021.108343_bib47
  article-title: Facility location and supply chain management: a review
  publication-title: Eur. J. Oper. Res.
  doi: 10.1016/j.ejor.2008.05.007
– volume: 171
  start-page: 567
  year: 2006
  ident: 10.1016/j.ijpe.2021.108343_bib1
  article-title: Designing a distribution network in a supply chain system: formulation and efficient solution procedure
  publication-title: Eur. J. Oper. Res.
  doi: 10.1016/j.ejor.2004.09.018
– volume: 25
  start-page: 109
  year: 2003
  ident: 10.1016/j.ijpe.2021.108343_bib28
  article-title: Plant co-ordination in pharmaceutics supply networks
  publication-title: Spectrum
– volume: 198
  start-page: 121
  year: 2009
  ident: 10.1016/j.ijpe.2021.108343_bib48
  article-title: Development of a new approach for deterministic supply chain network design
  publication-title: Eur. J. Oper. Res.
  doi: 10.1016/j.ejor.2008.07.034
– volume: 4
  start-page: 74
  year: 2017
  ident: 10.1016/j.ijpe.2021.108343_bib61
  article-title: Pharmaceutical supply chain models: a synthesis from a systems view of operations research
  publication-title: Operations Research Perspectives
  doi: 10.1016/j.orp.2017.05.002
– volume: 118
  start-page: 534
  year: 2018
  ident: 10.1016/j.ijpe.2021.108343_bib21
  article-title: A multi-stage stochastic program for the sustainable design of biofuel supply chain networks under biomass supply uncertainty and disruption risk: a real-life case study
  publication-title: Transport. Res. E Logist. Transport. Rev.
  doi: 10.1016/j.tre.2018.08.008
– volume: 70
  start-page: 572
  year: 2019
  ident: 10.1016/j.ijpe.2021.108343_bib17
  article-title: A multi-stage supply chain network design problem with in-house production and partial product outsourcing
  publication-title: Appl. Math. Model.
  doi: 10.1016/j.apm.2019.01.046
– volume: 161
  start-page: 129
  year: 2015
  ident: 10.1016/j.ijpe.2021.108343_bib30
  article-title: Planning operations before market launch for balancing time-to-market and risks in pharmaceutical supply chains
  publication-title: Int. J. Prod. Econ.
  doi: 10.1016/j.ijpe.2014.10.010
– volume: 203
  start-page: 283
  year: 2010
  ident: 10.1016/j.ijpe.2021.108343_bib36
  article-title: The design of robust value-creating supply chain networks: a critical review
  publication-title: Eur. J. Oper. Res.
  doi: 10.1016/j.ejor.2009.06.011
– volume: 12
  start-page: 399
  year: 2017
  ident: 10.1016/j.ijpe.2021.108343_bib7
  article-title: Convergence of binomial to normal: multiple proofs
  publication-title: International Mathematical Forum
  doi: 10.12988/imf.2017.7118
– volume: 77
  start-page: 43
  year: 2015
  ident: 10.1016/j.ijpe.2021.108343_bib46
  article-title: Pattern-based supply network planning in the pharmaceutical industry
  publication-title: Comput. Chem. Eng.
  doi: 10.1016/j.compchemeng.2015.03.006
– volume: 25
  start-page: 69
  year: 1995
  ident: 10.1016/j.ijpe.2021.108343_bib2
  article-title: Global supply chain management at digital equipment corporation
  publication-title: Interfaces
  doi: 10.1287/inte.25.1.69
– volume: 189
  start-page: 399
  year: 2008
  ident: 10.1016/j.ijpe.2021.108343_bib41
  article-title: A two-stage fuzzy robust integer programming approach for capacity planning of environmental management systems
  publication-title: Eur. J. Oper. Res.
  doi: 10.1016/j.ejor.2007.05.014
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SubjectTerms Approval times
Pharmaceutical manufacturing
Stochastic programming
Strategic network design
Title Planning pharmaceutical manufacturing networks in the light of uncertain production approval times
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