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Location-inventory decisions for closed-loop supply chain management in the presence of the secondary market

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Abstract

This paper studies a location-inventory problem in a closed-loop supply chain by considering the demand and sales in the primary and secondary markets. Based on a real business program in a big e-commerce company, we develop a mixed-integer nonlinear programming model with a single hybrid production-recovery center, multiple hybrid distribution-collection centers, and many customer zones. As a closed-loop system, forward and reverse logistics flows in each market are considered, and the logistics flows between the two markets are also captured. Moreover, a novel heuristic approach based on differential evolution is designed to solve the model efficiently, and its performance is also compared with other popular methods. Finally, research implications and managerial insights are provided to advance real-world practices.

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References

  • Abdallah, T., Diabat, A., & Simchi-Levi, D. (2012). Sustainable supply chain design: A closed-loop formulation and sensitivity analysis. Production Planning & Control,23(2–3), 120–133.

    Google Scholar 

  • Allevi, E., Gnudi, A., Konnov, I. V., & Oggioni, G. (2018). Evaluating the effects of environmental regulations on a closed-loop supply chain network: A variational inequality approach. Annals of Operations Research,261(1–2), 1–43.

    Google Scholar 

  • Angelus, A. (2011). A multiechelon inventory problem with secondary market sales. Management Science,57(12), 2145–2162.

    Google Scholar 

  • Businesswire. (2014). Consumers choosing refurbished products to be environmentally responsible, according to Liquidity Services’ survey. http://www.businesswire.com/news/home/20140424005308/en/Consumers-Choosing-Refurbished-Products-Environmentally-Responsible-Liquidity. Accessed February 2018.

  • Daskin, M. S., Coullard, C. R., & Shen, Z. J. M. (2002). An inventory-location model: Formulation, solution algorithm and computational results. Annals of Operations Research,110(1), 83–106.

    Google Scholar 

  • Diabat, A., Abdallah, T., & Henschel, A. (2015). A closed-loop location-inventory problem with spare parts consideration. Computers & Operations Research,54, 245–256.

    Google Scholar 

  • Diabat, A., Richard, J.-P., & Codrington, C. W. (2013). A Lagrangian relaxation approach to simultaneous strategic and tactical planning in supply chain design. Annals of Operations Research,203(1), 55–80.

    Google Scholar 

  • Diggins, M. A., Chen, C., & Chen, J. (2016). A review: Customer returns in fashion retailing. In T.-M. Choi (Ed.), Analytical modeling research in fashion business (pp. 31–48). Singapore: Springer.

    Google Scholar 

  • Eppen, G. (1979). Effects of centralization on expected costs in a multi-location newsboy problem. Management Science,25(5), 498–501.

    Google Scholar 

  • Farahani, R. Z., Bajgan, H. R., Fahimnia, B., & Kaviani, M. (2015). Location-inventory problem in supply chains: A modelling review. International Journal of Production Research,53(12), 3769–3788.

    Google Scholar 

  • Fattahi, M., & Govindan, K. (2017). Integrated forward/reverse logistics network design under uncertainty with pricing for collection of used products. Annals of Operations Research,253(1), 193–225.

    Google Scholar 

  • Ferguson, M., Guide, V. D. R., Jr., & Souza, G. C. (2006). Supply chain coordination for false failure returns. Manufacturing & Service Operations Management,8(4), 376–393.

    Google Scholar 

  • Govindan, K., Soleimani, H., & Kannan, D. (2015). Reverse logistics and closed-loop supply chain: A comprehensive review to explore the future. European Journal of Operational Research,240, 603–626.

    Google Scholar 

  • Guo, H., Li, C., Zhang, Y., Zhang, C., & Lu, M. (2018a). A location-inventory problem in a closed-loop supply chain with secondary market consideration. Sustainability,10(6), 1891.

    Google Scholar 

  • Guo, H., Li, C., Zhang, Y., Zhang, C., & Wang, Y. (2018b). A nonlinear integer programming model for integrated location, inventory and routing decisions in a closed-loop supply chain. Complexity. https://doi.org/10.1155/2018/2726070.

    Article  Google Scholar 

  • Guo, S., Shen, B., Choi, T. M., & Jung, S. (2017). A review on supply chain contracts in reverse logistics: Supply chain structures and channel leaderships. Journal of Cleaner Production,144, 387–402.

    Google Scholar 

  • Huang, X., Gu, J. W., Ching, W. K., & Siu, T. K. (2014). Impact of secondary market on consumer return policies and supply chain coordination. Omega,45, 57–70.

    Google Scholar 

  • IDC. (2016). Worldwide Market for Used Smartphones Forecast to Grow to 222.6 Million Units in 2020. https://www.idc.com/getdoc.jsp?containerId=prUS41929916. Accessed February 2018.

  • Jha, A., Somani, K., Tiwari, M. K., Chan, F. T., & Fernandes, K. J. (2012). Minimizing transportation cost of a joint inventory location model using modified adaptive differential evolution algorithm. The International Journal of Advanced Manufacturing Technology,60(1–4), 329–341.

    Google Scholar 

  • Jung, K. S., Dawande, M., Geismar, H. N., Guide, V. D. R., & Sriskandarajah, C. (2016). Supply planning models for a remanufacturer under just-in-time manufacturing environment with reverse logistics. Annals of Operations Research,240(2), 533–581.

    Google Scholar 

  • Kannan, D., Garg, K., Jha, P. C., & Diabat, A. (2017). Integrating disassembly line balancing in the planning of a reverse logistics network from the perspective of a third party provider. Annals of Operations Research,253(1), 353–376.

    Google Scholar 

  • Lee, H., & Whang, S. (2002). The impact of the secondary market on the supply chain. Management Science,48(6), 719–731.

    Google Scholar 

  • Leininger, K. (2007). The U.S. pharmaceutical secondary market. White paper. Princeton, NJ: IntegriChain.

    Google Scholar 

  • Li, Y., Guo, H., & Zhang, Y. (2018). An integrated location-inventory problem in a closed-loop supply chain with third-party logistics. International Journal of Production Research,56(10), 3462–3481.

    Google Scholar 

  • Liu, H., Lei, M., Huang, T., & Leong, G. K. (2018). Refurbishing authorization strategy in the secondary market for electrical and electronic products. International Journal of Production Economics,195, 198–209.

    Google Scholar 

  • Masoudipour, E., Amirian, H., & Sahraeian, R. (2017). A novel closed-loop supply chain based on the quality of returned products. Journal of Cleaner Production,151, 344–355.

    Google Scholar 

  • Nahmias, S. (2013). Production and operations analysis (6th ed.). New York: McGraw Hill Higher Education.

    Google Scholar 

  • Oraiopoulos, N., Ferguson, M. E., & Toktay, L. B. (2012). Relicensing as a secondary market strategy. Management Science,58(5), 1022–1037.

    Google Scholar 

  • Prakash, S., Kumar, S., Soni, G., Jain, V., & Rathore, A. P. S. (2018). Closed-loop supply chain network design and modelling under risks and demand uncertainty: An integrated robust optimization approach. Annals of Operations Research. https://doi.org/10.1007/s10479-018-2902-3.

    Article  Google Scholar 

  • Shen, Z. J. M. (2007). Integrated supply chain design models: A survey and future research directions. Journal of Industrial & Management Optimization, 3(1), 831–838.

    Google Scholar 

  • Shen, Z. J. M., Coullard, C., & Daskin, M. S. (2003). A joint location-inventory model. Transportation Science,37(1), 40–55.

    Google Scholar 

  • Souza, G. C. (2013). Closed-loop supply chains: A critical review, and future research. Decision Sciences,44(1), 7–38.

    Google Scholar 

  • Storn, R., & Price, K. (1997). Differential evolution-a simple and efficient heuristic for global optimization over continuous spaces. Journal of Global Optimization,11(4), 341–359.

    Google Scholar 

  • Vahdani, B., Soltani, M., Yazdani, M., & Mousavi, S. M. (2017). A three level joint location-inventory problem with correlated demand, shortages and periodic review system: Robust meta-heuristics. Computers & Industrial Engineering,109, 113–129.

    Google Scholar 

  • Vorasayan, J., & Ryan, S. M. (2006). Optimal price and quantity of refurbished products. Production and Operations Management,15(3), 369–383.

    Google Scholar 

  • Xiong, Y., Zhao, P., Xiong, Z., & Li, G. (2016). The impact of product upgrading on the decision of entrance to a secondary market. European Journal of Operational Research,252(2), 443–454.

    Google Scholar 

  • Zhang, Z. H., & Unnikrishnan, A. (2016). A coordinated location-inventory problem in closed-loop supply chain. Transportation Research Part B: Methodological,89, 127–148.

    Google Scholar 

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Acknowledgements

This work was supported by the National Natural Science Foundation of China (Grant Number 61502359).

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Correspondence to Ying Zhang.

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Guo, H., Zhang, Y., Zhang, C. et al. Location-inventory decisions for closed-loop supply chain management in the presence of the secondary market. Ann Oper Res 291, 361–386 (2020). https://doi.org/10.1007/s10479-018-3039-0

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  • DOI: https://doi.org/10.1007/s10479-018-3039-0

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