IDEAS home Printed from https://ideas.repec.org/a/gam/jsusta/v15y2023i19p14565-d1255215.html
   My bibliography  Save this article

Closed-Loop Supply Chain Network Design with Flexible Capacity under Uncertain Environment

Author

Listed:
  • Chang Liu

    (School of Management, Shanghai University, Shanghai 200444, China)

  • Ying Ji

    (School of Management, Shanghai University, Shanghai 200444, China)

  • Xinqi Li

    (School of Management, Shanghai University, Shanghai 200444, China)

Abstract

This paper incorporates flexible facility capacity and government subsidy factors into the consideration of the design of a closed-loop supply chain(CLSC) network based on an uncertain environment. Considering the minimization of economic cost and carbon emission, a multi-objective multi-period multi-product mixed integer linear programming model with fixed and flexible facility capacity is constructed respectively. The robust optimization method is applied to deal with the uncertain environment of demand, recycled product quality, and recycling rate faced by the CLSC, and the robust models under six uncertain sets are constructed respectively. For model solving, the designed algorithm uses the augmented ϵ -constraint method to handle multi-objective problems and introduces a three-stage method on top of the Benders decomposition algorithm to accelerate the efficiency of solving the main problem. Finally, through numerical cases, a CSLC with a flexible supply strategy can manage economic and environmental costs to cope with the negative impacts of an uncertain environment, while this paper verifies the effectiveness of the government subsidy strategy under different conditions and analyzes the potential limitations.

Suggested Citation

  • Chang Liu & Ying Ji & Xinqi Li, 2023. "Closed-Loop Supply Chain Network Design with Flexible Capacity under Uncertain Environment," Sustainability, MDPI, vol. 15(19), pages 1-38, October.
  • Handle: RePEc:gam:jsusta:v:15:y:2023:i:19:p:14565-:d:1255215
    as

    Download full text from publisher

    File URL: https://www.mdpi.com/2071-1050/15/19/14565/pdf
    Download Restriction: no

    File URL: https://www.mdpi.com/2071-1050/15/19/14565/
    Download Restriction: no
    ---><---

    References listed on IDEAS

    as
    1. Scheller, Christian & Schmidt, Kerstin & Spengler, Thomas S., 2023. "Effects of network structures on the production planning in closed-loop supply chains – A case study based analysis for lithium-ion batteries in Europe," International Journal of Production Economics, Elsevier, vol. 262(C).
    2. Francas, David & Minner, Stefan, 2009. "Manufacturing network configuration in supply chains with product recovery," Omega, Elsevier, vol. 37(4), pages 757-769, August.
    3. Qiang Yue & Xicui Chai & Yujie Zhang & Qi Wang & Heming Wang & Feng Zhao & Wei Ji & Yuqi Lu, 2023. "Analysis of iron and steel production paths on the energy demand and carbon emission in China’s iron and steel industry," Environment, Development and Sustainability: A Multidisciplinary Approach to the Theory and Practice of Sustainable Development, Springer, vol. 25(5), pages 4065-4085, May.
    4. Shraddha Mishra & Surya Prakash Singh, 2022. "Designing dynamic reverse logistics network for post-sale service," Annals of Operations Research, Springer, vol. 310(1), pages 89-118, March.
    5. Arabi, Mahsa & Gholamian, Mohammad Reza, 2023. "Resilient closed-loop supply chain network design considering quality uncertainty: A case study of stone quarries," Resources Policy, Elsevier, vol. 80(C).
    6. Martí, Joana M. Comas & Tancrez, Jean-Sébastien & Seifert, Ralf W., 2015. "Carbon footprint and responsiveness trade-offs in supply chain network design," International Journal of Production Economics, Elsevier, vol. 166(C), pages 129-142.
    7. Govindan, Kannan & Soleimani, Hamed & Kannan, Devika, 2015. "Reverse logistics and closed-loop supply chain: A comprehensive review to explore the future," European Journal of Operational Research, Elsevier, vol. 240(3), pages 603-626.
    8. Luttiely Santos Oliveira & Ricardo Luiz Machado, 2021. "Application of optimization methods in the closed-loop supply chain: a literature review," Journal of Combinatorial Optimization, Springer, vol. 41(2), pages 357-400, February.
    Full references (including those not matched with items on IDEAS)

    Citations

    Citations are extracted by the CitEc Project, subscribe to its RSS feed for this item.
    as


    Cited by:

    1. Boyi Zhang & Shaojian Qu, 2023. "Green Supply Chain Game: Decision-Making and Coordination Mechanism Design," Sustainability, MDPI, vol. 15(21), pages 1-25, November.
    2. Nan Xu & Yaoqun Xu & Haiyan Zhong, 2023. "Pricing Decisions for Power Battery Closed-Loop Supply Chains with Low-Carbon Input by Echelon Utilization Enterprises," Sustainability, MDPI, vol. 15(23), pages 1-30, December.

    Most related items

    These are the items that most often cite the same works as this one and are cited by the same works as this one.
    1. Sima Ghayebloo & Uday Venkatadri & Claver Diallo & Christian N. Samuel & Mir Saman Pishvaee, 2024. "Review of Uncertainty, Carbon Emissions, Greenness Index, and Quality Issues in Green Supply Chains," Sustainability, MDPI, vol. 16(21), pages 1-42, November.
    2. Ali Pedram & Shahryar Sorooshian & Freselam Mulubrhan & Afshin Abbaspour, 2023. "Incorporating Vehicle-Routing Problems into a Closed-Loop Supply Chain Network Using a Mixed-Integer Linear-Programming Model," Sustainability, MDPI, vol. 15(4), pages 1-24, February.
    3. Zhang, Yanzi & Berenguer, Gemma & Zhang, Zhi-Hai, 2024. "A subsidized reverse supply chain in the Chinese electronics industry," Omega, Elsevier, vol. 122(C).
    4. Alegoz, Mehmet & Karaer, Özgen, 2024. "Compound effect of closing the loop and servitization in supply chains," International Journal of Production Economics, Elsevier, vol. 270(C).
    5. Agrawal, Saurabh & Singh, Rajesh K. & Murtaza, Qasim, 2015. "A literature review and perspectives in reverse logistics," Resources, Conservation & Recycling, Elsevier, vol. 97(C), pages 76-92.
    6. Ahmed E. Barakat & Mahmoud A. Hammad & Hend Adel, 2021. "A Literature Review On Closed-Loop Supply Chain," Business Logistics in Modern Management, Josip Juraj Strossmayer University of Osijek, Faculty of Economics, Croatia, vol. 21, pages 533-545.
    7. Assarzadegan, Parisa & Rasti-Barzoki, Morteza, 2020. "A game theoretic approach for pricing under a return policy and a money back guarantee in a closed loop supply chain," International Journal of Production Economics, Elsevier, vol. 222(C).
    8. Huihui Liu & Xiaohang Yue & Hui Ding & G. Keong Leong, 2017. "Optimal Remanufacturing Certification Contracts in the Electrical and Electronic Industry," Sustainability, MDPI, vol. 9(4), pages 1-17, March.
    9. Yang, Hui & Chen, Jing & Chen, Xu & Chen, Bintong, 2017. "The impact of customer returns in a supply chain with a common retailer," European Journal of Operational Research, Elsevier, vol. 256(1), pages 139-150.
    10. Bo Wang & Ning Wang, 2022. "Decision Models for a Dual-Recycling Channel Reverse Supply Chain with Consumer Strategic Behavior," Sustainability, MDPI, vol. 14(17), pages 1-18, August.
    11. Zhiguo Wang & Lufei Huang & Cici Xiao He, 2021. "A multi-objective and multi-period optimization model for urban healthcare waste’s reverse logistics network design," Journal of Combinatorial Optimization, Springer, vol. 42(4), pages 785-812, November.
    12. Salehi-Amiri, Amirhossein & Zahedi, Ali & Akbapour, Navid & Hajiaghaei-Keshteli, Mostafa, 2021. "Designing a sustainable closed-loop supply chain network for walnut industry," Renewable and Sustainable Energy Reviews, Elsevier, vol. 141(C).
    13. Nasir, Mohammed Haneef Abdul & Genovese, Andrea & Acquaye, Adolf A. & Koh, S.C.L. & Yamoah, Fred, 2017. "Comparing linear and circular supply chains: A case study from the construction industry," International Journal of Production Economics, Elsevier, vol. 183(PB), pages 443-457.
    14. Patricia van Loon & Luk N. Van Wassenhove & Ales Mihelic, 2022. "Designing a circular business strategy: 7 years of evolution at a large washing machine manufacturer," Business Strategy and the Environment, Wiley Blackwell, vol. 31(3), pages 1030-1041, March.
    15. Ramani, Vinay & De Giovanni, Pietro, 2017. "A two-period model of product cannibalization in an atypical Closed-loop Supply Chain with endogenous returns: The case of DellReconnect," European Journal of Operational Research, Elsevier, vol. 262(3), pages 1009-1027.
    16. Hong, Zhaofu & Dai, Wei & Luh, Hsing & Yang, Chenchen, 2018. "Optimal configuration of a green product supply chain with guaranteed service time and emission constraints," European Journal of Operational Research, Elsevier, vol. 266(2), pages 663-677.
    17. Gong, Hailei & Zhang, Zhi-Hai, 2022. "Benders decomposition for the distributionally robust optimization of pricing and reverse logistics network design in remanufacturing systems," European Journal of Operational Research, Elsevier, vol. 297(2), pages 496-510.
    18. Mehmet Talha Dulman & Surendra M. Gupta, 2018. "Evaluation of Maintenance and EOL Operation Performance of Sensor-Embedded Laptops," Logistics, MDPI, vol. 2(1), pages 1-22, January.
    19. Cao, Kaiying & Xu, Yuqiu & Hua, Ye & Choi, Tsan-Ming, 2023. "Supplier or co-optor: Optimal channel and logistics selection problems on retail platforms," European Journal of Operational Research, Elsevier, vol. 311(3), pages 971-988.
    20. Yang, Yuxiang & Goodarzi, Shadi & Jabbarzadeh, Armin & Fahimnia, Behnam, 2022. "In-house production and outsourcing under different emissions reduction regulations: An equilibrium decision model for global supply chains," Transportation Research Part E: Logistics and Transportation Review, Elsevier, vol. 157(C).

    Corrections

    All material on this site has been provided by the respective publishers and authors. You can help correct errors and omissions. When requesting a correction, please mention this item's handle: RePEc:gam:jsusta:v:15:y:2023:i:19:p:14565-:d:1255215. See general information about how to correct material in RePEc.

    If you have authored this item and are not yet registered with RePEc, we encourage you to do it here. This allows to link your profile to this item. It also allows you to accept potential citations to this item that we are uncertain about.

    If CitEc recognized a bibliographic reference but did not link an item in RePEc to it, you can help with this form .

    If you know of missing items citing this one, you can help us creating those links by adding the relevant references in the same way as above, for each refering item. If you are a registered author of this item, you may also want to check the "citations" tab in your RePEc Author Service profile, as there may be some citations waiting for confirmation.

    For technical questions regarding this item, or to correct its authors, title, abstract, bibliographic or download information, contact: MDPI Indexing Manager (email available below). General contact details of provider: https://www.mdpi.com .

    Please note that corrections may take a couple of weeks to filter through the various RePEc services.

    IDEAS is a RePEc service. RePEc uses bibliographic data supplied by the respective publishers.