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 in | International journal of production economics Vol. 244; p. 108343 | 
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| Main Authors | , , | 
| Format | Journal Article | 
| Language | English | 
| Published | 
            Elsevier B.V
    
        01.02.2022
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| Subjects | |
| Online Access | Get full text | 
| ISSN | 0925-5273 1873-7579  | 
| DOI | 10.1016/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. | 
    
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| 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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| 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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| Snippet | In the light of shortening product life cycles and growing competition, supply chain efficiency has become a priority for researching pharmaceutical companies.... | 
    
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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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