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Design of a pharmaceutical supply chain in uncertain conditions considering financial strategies and environmental concerns

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Abstract

One of the most pressing concerns of patients is the timely delivery of required medicines at the appropriate time and location, as a lack of medicines can have a direct impact on their health. A multi-product and multi-period integer programming model is presented in this paper to design a pharmaceutical supply chain network with different layers: supplier, manufacturer, distributor, and customer. The proposed model's main goal is to maximize profits across the entire pharmaceutical supply chain. Revenues come from the sale of pharmaceuticals both domestically and internationally. Expenses include transportation, production, the procurement of materials, manufacturer establishment, distribution center establishment, inventory holding, medicines expiration, ordering, and loans. In the suggested model, import and export, customs tariffs, loans, and currencies are all presented. Environmental concerns about greenhouse gas emissions from transportation throughout the supply chain are also considered. A case study for the province of Fars is presented to evaluate the efficiency of the proposed model. While numerical results confirm the model's effectiveness, they also show that as the level of uncertainty increases, profitability decreases; however, profitability can be enhanced by carefully regulating characteristics such as fixed cost of manufacturer construction and fixed cost of distribution center construction.

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References

  • Abbasi S, Saboury A, Jabalameli MS (2021) Reliable supply chain network design for 3PL providers using consolidation hubs under disruption risks considering product perishability: An application to a pharmaceutical distribution network. Comput Ind Eng 152:107019

    Article  Google Scholar 

  • Ahmad F, Alnowibet KA, Alrasheedi AF, Adhami AY (2021) A multi-objective model for optimizing the socio-economic performance of a pharmaceutical supply chain. Socio-Econ Plan Sci 101126

  • Akbarpour M, Torabi SA, Ghavamifar A (2020) Designing an integrated pharmaceutical relief chain network under demand uncertainty. Transp Res Part E: Logist Transp Rev 136:101867

    Article  Google Scholar 

  • Amaro ACS, Barbosa-Póvoa APFD (2008) Planning and scheduling of industrial supply chains with reverse flows: a real pharmaceutical case study. Comput Chem Eng 32(11):2606–2625

    Article  CAS  Google Scholar 

  • Beamon BM (1998) Supply chain design and analysis: Models and methods. Int J Prod Econ 55(3):281–294

    Article  Google Scholar 

  • Campelo P, Neves-Moreira F, Amorim P, Almada-Lobo B (2019) Consistent vehicle routing problem with service level agreements: A case study in the pharmaceutical distribution sector. Eur J Oper Res 273(1):131–145

    Article  MathSciNet  Google Scholar 

  • CBI (2018) Central Bank of Iran. www.cbi.ir/showitem/18549.aspx. Accessed 21 June 2022

  • CT (2019) Caspian Tamin website, taken from distilled water. www.caspiantamin.com/en/product. Accessed 1 JuLy 2022

  • Chang CT, Chang CC (2000) A linearization method for mixed 0–1 polynomial program. Comput Oper Res 27(10):1005–1016

    Article  MathSciNet  Google Scholar 

  • Chung SH, Kwon C (2016) Integrated supply chain management for perishable products: Dynamics and oligopolistic competition perspectives with application to pharmaceuticals. Int J Prod Econ 179:117–129

    Article  Google Scholar 

  • Darestani SA, Hemmati M (2019) Robust optimization of a bi-objective closed-loop supply chain network for perishable goods considering queue system. Comput Ind Eng 136:277–292

    Article  Google Scholar 

  • DS (2019) www.darooyab.ir/B1228133978/DEXTROSE-50-GHAZI-50ML-P-BOTTLE. Accessed 21 June 2022

  • Faisal MN, Banwet DK, Shankar R (2006) Supply chain risk mitigation: modeling the enablers. Bus Process Manag J

  • Fatemi MS, Ghodratnama A, Tavakkoli-Moghaddam R, Kaboli AA (2021) Multi-functional tri-objective mathematical model for the pharmaceutical supply chain considering congestion of drugs in factories. Res Transp Econ 101094

  • Fattahi M, Govindan K (2018) 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. Transportation Research Part E: Logistics and Transportation Review 118:534–567

    Article  Google Scholar 

  • FDO (2022) Food and Drug Organization. www.Fda.org.ir. Accessed 1 July 2022

  • Franco C, Alfonso-Lizarazo E (2020) Optimization under uncertainty of the pharmaceutical supply chain in hospitals. Comput Chem Eng 135:106689

    Article  CAS  Google Scholar 

  • Guerrero WJ, Yeung TG, Guéret C (2013) Joint-optimization of inventory policies on a multi-product multi-echelon pharmaceutical system with batching and ordering constraints. Eur J Oper Res 231(1):98–108

    Article  MathSciNet  Google Scholar 

  • Goodarzian F, Hosseini-Nasab H, Muñuzuri J, Fakhrzad MBA (2020) Multi-objective pharmaceutical supply chain network based on a robust fuzzy model: A comparison of meta-heuristics. Appl Soft Comput 92:106331

    Article  Google Scholar 

  • Goodarzian F, Kumar V, Ghasemi P (2021) A set of efficient heuristics and meta-heuristics to solve a multiobjective pharmaceutical supply chain network. Comput Ind Eng 158:107389

    Article  Google Scholar 

  • Inuiguchi M, Ramık J (2000) Possibilistic linear programming: a brief review of fuzzy mathematical programming and a comparison with stochastic programming in portfolio selection problem. Fuzzy Sets Syst 111(1):3–28

    Article  MathSciNet  Google Scholar 

  • IPA (2018) Iranian Pharmacists Association, Retrieved from www.darooyab.ir/G-4620/Dextrose-INF. Accessed 21 June 2022

  • Kabak O, Ülengin F (2011) Possibilistic linear-programming approach for supply chain networking decisions. Eur J Oper Res 209(3):253–264

    Article  MathSciNet  Google Scholar 

  • Kees MC, Bandoni JA, Moreno MS (2019) An optimization model for managing the drug logistics process in a public hospital supply chain integrating physical and economic flows. Ind Eng Chem Res 58(9):3767–3781

    Article  CAS  Google Scholar 

  • Levis AA, Papageorgiou LG (2004) A hierarchical solution approach for multi-site capacity planning under uncertainty in the pharmaceutical industry. Comput Chem Eng 28(5):707–725

    Article  CAS  Google Scholar 

  • Martins S, Amorim P, Figueira G, Almada-Lobo B (2017) An optimization-simulation approach to the network redesign problem of pharmaceutical wholesalers. Comput Ind Eng 106:315–328

    Article  Google Scholar 

  • Marques CM, Moniz S, de Sousa JP, Barbosa-Póvoa AP (2017) A simulation-optimization approach to integrate process design and planning decisions under technical and market uncertainties: A case from the chemical-pharmaceutical industry. Comput Chem Eng 106:796–813

    Article  CAS  Google Scholar 

  • Marques CM, Moniz S, de Sousa JP (2018) Strategic decision-making in the pharmaceutical industry: A unified decision-making framework. Comput Chem Eng 119:171–189

    Article  CAS  Google Scholar 

  • Masoumi AH, Yu M, Nagurney AA (2012) Supply chain generalized network oligopoly model for pharmaceuticals under brand differentiation and perishability. Transp Res Part E: Logist Transp Rev 48(4):762–780

    Article  Google Scholar 

  • Meiler M, Tonke D, Grunow M, Günther HO (2015) Pattern-based supply network planning in the pharmaceutical industry. Comput Chem Eng 77:43–58

    Article  CAS  Google Scholar 

  • MIMT (2023) Ministry of Industry, Mine and Trade. www.mimt.gov.ir. Accessed 25 October 2023

  • Mousazadeh M, Torabi SA, Zahiri BA (2015) Robust possibilistic programming approach for pharmaceutical supply chain network design. Comput Chem Eng 82:115–128

    Article  CAS  Google Scholar 

  • Nasrollahi M, Razmi JA (2021) Mathematical model for designing an integrated pharmaceutical supply chain with maximum expected coverage under uncertainty. Oper Res Int J 21(1):525–552

    Article  Google Scholar 

  • NDF (2023) National Development Fund. www.ndf.ir. Accessed 25 October 2023

  • Nematollahi M, Hosseini-Motlagh SM, Heydari J (2017) Economic and social collaborative decision-making on visit interval and service level in a two-echelon pharmaceutical supply chain. J Clean Prod 142:3956–3969

    Article  Google Scholar 

  • Nematollahi M, Hosseini-Motlagh SM, Ignatius J, Goh M, Nia MS (2018) Coordinating a socially responsible pharmaceutical supply chain under periodic review replenishment policies. J Clean Prod 172:2876–2891

    Article  Google Scholar 

  • Pariazar M, Root S, Sir MY (2017) Supply chain design considering correlated failures and inspection in pharmaceutical and food supply chains. Comput Ind Eng 111:123–138

    Article  Google Scholar 

  • Pishvaee MS, Razmi J, Torabi SA (2012) Robust possibilistic programming for socially responsible supply chain network design: A new approach. Fuzzy Sets Syst 206:1–20

    Article  MathSciNet  Google Scholar 

  • Rekabi S, Ghodratnama A, Azaron A (2021) Designing pharmaceutical supply chain networks with perishable items considering congestion. Oper Res 1–61‏

  • Roshan M, Tavakkoli-Moghaddam R, Rahimi YA (2019) Two-stage approach to agile pharmaceutical supply chain management with product substitutability in crises. Comput Chem Eng 127:200–217

    Article  CAS  Google Scholar 

  • Shah N (2004) Pharmaceutical supply chains: key issues and strategies for optimisation. Comput Chem Eng 28(6–7):929–941

    Article  CAS  Google Scholar 

  • Sabouhi F, Pishvaee MS, Jabalameli MS (2018) Resilient supply chain design under operational and disruption risks considering quantity discount: A case study of pharmaceutical supply chain. Comput Ind Eng 126:657–672

    Article  Google Scholar 

  • Santos JAM, Sousa JMC, Vieira SM, Ferreira AF (2022) Many-objective optimization of a three-echelon supply chain: A case study in the pharmaceutical industry. Comput Ind Eng 173:108729

    Article  Google Scholar 

  • Savadkoohi E, Mousazadeh M, Torabi SAA (2018) Possibilistic location-inventory model for multi-period perishable pharmaceutical supply chain network design. Chem Eng Res Des 138:490–505

    Article  CAS  Google Scholar 

  • Sousa RT, Shah N, Papageorgiou LG (2005) Global supply chain network optimisation for pharmaceuticals. Comput Aided Chem Eng 20:1189–1194

    Article  Google Scholar 

  • Sousa RT, Liu S, Papageorgiou LG, Shah N (2011) Global supply chain planning for pharmaceuticals. Chem Eng Res Des 89(11):2396–2409

    Article  CAS  Google Scholar 

  • SCI (2023) Statistical Centre of Iran. www.amar.org.ir. Accessed 25 October 2023

  • Susarla N, Karimi IA (2012) Integrated supply chain planning for multinational pharmaceutical enterprises. Comput Chem Eng 42:168–177

    Article  CAS  Google Scholar 

  • Uthayakumar R, Priyan S (2013) Pharmaceutical supply chain and inventory management strategies: Optimization for a pharmaceutical company and a hospital. Oper Res Health Care 2(3):52–64

    Article  Google Scholar 

  • Weraikat D, Zanjani MK, Lehoux N (2019) Improving sustainability in a two-level pharmaceutical supply chain through Vendor-Managed Inventory system. Oper Res Health Care 21:44–55

    Article  Google Scholar 

  • Weraikat D, Zanjani MK, Lehoux N (2016a) Coordinating a green reverse supply chain in pharmaceutical sector by negotiation. Comput Ind Eng 93:67–77

    Article  Google Scholar 

  • Weraikat D, Zanjani MK, Lehoux N (2016b) Two-echelon pharmaceutical reverse supply chain coordination with customers incentives. Int J Prod Econ 176:41–52

    Article  Google Scholar 

  • Zahiri B, Zhuang J, Mohammadi M (2017) Toward an integrated sustainable-resilient supply chain: A pharmaceutical case study. Transp Res Part E: Logist Transp Rev 103:109–142

    Article  Google Scholar 

  • Zahiri B, Jula P, Tavakkoli-Moghaddam R (2018) Design of a pharmaceutical supply chain network under uncertainty considering perishability and substitutability of products. Inf Sci 423:257–283

    Article  MathSciNet  Google Scholar 

  • Zarrinpoor N, Pishvaee MS (2021) Designing a municipal solid waste management system under disruptions using an enhanced L-shaped method. J Clean Prod 229:126672

    Article  Google Scholar 

Download references

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Correspondence to Naeme Zarrinpoor.

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Safaei, F., Zarrinpoor, N. Design of a pharmaceutical supply chain in uncertain conditions considering financial strategies and environmental concerns. Oper Manag Res (2024). https://doi.org/10.1007/s12063-024-00440-0

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