IDEAS home Printed from https://ideas.repec.org/a/gam/jsusta/v15y2023i5p4408-d1084881.html
   My bibliography  Save this article

Reverse Logistics Network Model of Dual-Channel Recycling Boxes Based on Genetic Algorithm Optimization: A Multi-Objective and Uncertain Environment Perspective

Author

Listed:
  • Guo Chen

    (Adam Smith Business School, University of Glasgow, Glasgow G12 8QQ, UK)

  • Jiapeng Chen

    (School of Automation Science and Engineering, South China University of Technology, Guangzhou 510641, China)

Abstract

In the context of carbon neutrality, plastic ban, and green development, this paper aims to maximize the comprehensive interest of manufacturers in building a sustainable logistic network. It proposes a reverse logistics network model of a dual-channel model with multiple objectives and a random environment for the construction of recycling boxes projects and uses a Stackelberg game to develop pricing strategies for dual-channel recyclers and a genetic algorithm to optimize reverse logistics networks. This paper found the following: multi-objective evaluation is more conducive to sustainable development; when consumers are price-sensitive, a stronger rebate can significantly increase revenue; online platform recyclers should invest more in marketing than traditional recyclers; retailers’ willingness to cooperate in recycling has a significant impact on the overall benefits; the impact of government subsidies is marginal and needs to be controlled to a certain extent; the impact of green credit is insignificant, and the strength of commercial banks’ scrutiny of companies has little effect; an increase in environmental uncertainty within a certain range can lead to an overall loss of benefits, and an excessive impact can be out of line with extreme values. It provides a basis for decision-making on strategies for enterprises to build a logistics network of recycling boxes, government subsidies, green credit from banks, and dual-channel recyclers.

Suggested Citation

  • Guo Chen & Jiapeng Chen, 2023. "Reverse Logistics Network Model of Dual-Channel Recycling Boxes Based on Genetic Algorithm Optimization: A Multi-Objective and Uncertain Environment Perspective," Sustainability, MDPI, vol. 15(5), pages 1-24, March.
  • Handle: RePEc:gam:jsusta:v:15:y:2023:i:5:p:4408-:d:1084881
    as

    Download full text from publisher

    File URL: https://www.mdpi.com/2071-1050/15/5/4408/pdf
    Download Restriction: no

    File URL: https://www.mdpi.com/2071-1050/15/5/4408/
    Download Restriction: no
    ---><---

    References listed on IDEAS

    as
    1. Chang, Kai & Long, Yu & Yang, Jiahui & Zhang, Huijia & Xue, Chenqi & Liu, Jianing, 2022. "Effects of subsidy and tax rebate policies on green firm research and development efficiency in China," Energy, Elsevier, vol. 258(C).
    2. Cai, Gangshu (George) & Zhang, Zhe George & Zhang, Michael, 2009. "Game theoretical perspectives on dual-channel supply chain competition with price discounts and pricing schemes," International Journal of Production Economics, Elsevier, vol. 117(1), pages 80-96, January.
    3. Nikzamir, Mohammad & Baradaran, Vahid, 2020. "A healthcare logistic network considering stochastic emission of contamination: Bi-objective model and solution algorithm," Transportation Research Part E: Logistics and Transportation Review, Elsevier, vol. 142(C).
    4. He, Peng & He, Yong & Xu, Henry, 2020. "Buy-online-and-deliver-from-store strategy for a dual-channel supply chain considering retailer’s location advantage," Transportation Research Part E: Logistics and Transportation Review, Elsevier, vol. 144(C).
    5. He, Peng & He, Yong & Zhou, Li, 2023. "Channel strategies for dual-channel firms to counter strategic consumers," Journal of Retailing and Consumer Services, Elsevier, vol. 70(C).
    6. Minner, Stefan, 2001. "Strategic safety stocks in reverse logistics supply chains," International Journal of Production Economics, Elsevier, vol. 71(1-3), pages 417-428, May.
    7. Chen, Jing & Zhang, Hui & Sun, Ying, 2012. "Implementing coordination contracts in a manufacturer Stackelberg dual-channel supply chain," Omega, Elsevier, vol. 40(5), pages 571-583.
    8. Schultmann, Frank & Zumkeller, Moritz & Rentz, Otto, 2006. "Modeling reverse logistic tasks within closed-loop supply chains: An example from the automotive industry," European Journal of Operational Research, Elsevier, vol. 171(3), pages 1033-1050, June.
    9. Nurjanni, Kartina Puji & Carvalho, Maria S. & Costa, Lino, 2017. "Green supply chain design: A mathematical modeling approach based on a multi-objective optimization model," International Journal of Production Economics, Elsevier, vol. 183(PB), pages 421-432.
    10. Mu, Xiuqing & Kang, Kai & Zhang, Jing, 2022. "Dual-channel supply chain coordination considering credit sales competition," Applied Mathematics and Computation, Elsevier, vol. 434(C).
    Full references (including those not matched with items on IDEAS)

    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. Matsui, Kenji, 2020. "Optimal bargaining timing of a wholesale price for a manufacturer with a retailer in a dual-channel supply chain," European Journal of Operational Research, Elsevier, vol. 287(1), pages 225-236.
    2. Ciwei Dong & Liu Yang & Chi To Ng, 2020. "Quantity Leadership for a Dual-Channel Supply Chain with Retail Service," Asia-Pacific Journal of Operational Research (APJOR), World Scientific Publishing Co. Pte. Ltd., vol. 37(02), pages 1-32, March.
    3. Li, Bo & Hou, Peng-Wen & Chen, Ping & Li, Qing-Hua, 2016. "Pricing strategy and coordination in a dual channel supply chain with a risk-averse retailer," International Journal of Production Economics, Elsevier, vol. 178(C), pages 154-168.
    4. Yan, Nina & Zhang, Yaping & Xu, Xun & Gao, Yongling, 2021. "Online finance with dual channels and bidirectional free-riding effect," International Journal of Production Economics, Elsevier, vol. 231(C).
    5. Matsui, Kenji, 2024. "Should competing suppliers with dual-channel supply chains adopt agency selling in an e-commerce platform?," European Journal of Operational Research, Elsevier, vol. 312(2), pages 587-604.
    6. Xue, Musen & Zhang, Jianxiong & Zhu, Guowei, 2020. "Quantity decision timing with spillover effect and asymmetric demand information," Transportation Research Part E: Logistics and Transportation Review, Elsevier, vol. 142(C).
    7. Syed Asif Raza, 2020. "Price Differentiation and Inventory Decisions in a Socially Responsible Dual-Channel Supply Chain with Partial Information Stochastic Demand and Cannibalization," Sustainability, MDPI, vol. 12(22), pages 1-42, November.
    8. Lin, Xiaogang & Zhou, Yong-Wu & Hou, Rui, 2021. "Impact of a “Buy-online-and-pickup-in-store” Channel on Price and Quality Decisions in a Supply Chain," European Journal of Operational Research, Elsevier, vol. 294(3), pages 922-935.
    9. Chen, Jingxian & Liang, Liang & Yao, Dong-Qing & Sun, Shengnan, 2017. "Price and quality decisions in dual-channel supply chains," European Journal of Operational Research, Elsevier, vol. 259(3), pages 935-948.
    10. Li, Tingting & Xie, Jinxing & Zhao, Xiaobo, 2015. "Supplier encroachment in competitive supply chains," International Journal of Production Economics, Elsevier, vol. 165(C), pages 120-131.
    11. Wan, Xing & Chen, Jing & Li, Wei, 2023. "The impact of retail pricing leadership under manufacturer encroachment," European Journal of Operational Research, Elsevier, vol. 310(1), pages 217-237.
    12. Qi Qi & Jing Wang & Jianteng Xu, 2018. "A Dual-Channel Supply Chain Coordination under Carbon Cap-and-Trade Regulation," IJERPH, MDPI, vol. 15(7), pages 1-18, June.
    13. Guo Li & Hong Zheng & Mengqi Liu, 2020. "Reselling or drop shipping: Strategic analysis of E-commerce dual-channel structures," Electronic Commerce Research, Springer, vol. 20(3), pages 475-508, September.
    14. Asl-Najafi, Javad & Yaghoubi, Saeed & Zand, Fatemeh, 2021. "Dual-channel supply chain coordination considering targeted capacity allocation under uncertainty," Mathematics and Computers in Simulation (MATCOM), Elsevier, vol. 187(C), pages 566-585.
    15. Syed Asif Raza, 2022. "A bibliometric analysis of pricing models in supply chain," Journal of Revenue and Pricing Management, Palgrave Macmillan, vol. 21(2), pages 228-251, April.
    16. T. M. Rofin & Biswajit Mahanty, 2018. "Optimal dual-channel supply chain configuration for product categories with different customer preference of online channel," Electronic Commerce Research, Springer, vol. 18(3), pages 507-536, September.
    17. Ma, Shanshan & Lin, Jie & Zhao, Xuan, 2016. "Online store discount strategy in the presence of consumer loss aversion," International Journal of Production Economics, Elsevier, vol. 171(P1), pages 1-7.
    18. Chen, Jingxian & Liang, Liang & Yao, Dong-qing, 2019. "Factory encroachment and channel selection in an outsourced supply chain," International Journal of Production Economics, Elsevier, vol. 215(C), pages 73-83.
    19. Gan, Shu-San & Pujawan, I. Nyoman & Suparno, & Widodo, Basuki, 2017. "Pricing decision for new and remanufactured product in a closed-loop supply chain with separate sales-channel," International Journal of Production Economics, Elsevier, vol. 190(C), pages 120-132.
    20. Zhang, Xuefeng & Li, Guo & Liu, Mengqi & Sethi, Suresh P., 2021. "Online platform service investment: A bane or a boon for supplier encroachment," International Journal of Production Economics, Elsevier, vol. 235(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:5:p:4408-:d:1084881. 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.