IDEAS home Printed from https://ideas.repec.org/a/gam/jsusta/v11y2019i17p4571-d260130.html
   My bibliography  Save this article

Multi-Period E-Closed-Loop Supply Chain Network Considering Consumers’ Preference for Products and AI-Push

Author

Listed:
  • Caiquan Duan

    (School of Economics and Management, Harbin University of Science and Technology, Harbin 150080, China)

  • Guoyi Xiu

    (School of Economics and Management, Harbin University of Science and Technology, Harbin 150080, China)

  • Fengmin Yao

    (School of Economics and Management, Harbin University of Science and Technology, Harbin 150080, China)

Abstract

The remanufacturing industry plays a significant role to improve the utilization of resources and contribute to environmental protection and sustainable development. E-commerce channel (e-channel) has become an important retail channel. The multi-period closed-loop supply chain network of electronic channels (E-CLSCN) is studied. Moreover, this study considers the influence of consumers’ preference for products and artificial intelligence push (AI-push) on network balance under the conditions of dynamic and static. The network consists of manufacturers, remanufacturers, and demand markets. Remanufacturers are responsible for collecting and remanufacturing. The multi-period E-CLSCN model is established through variational inequalities. The study finds that whether dynamic or static, consumers’ preference for new products (NP) has positively correlated with the profits of manufacturers and the whole E-CLSCN. Consumers’ preference for remanufacturer products (RP) has only positively correlated with the profits of remanufactures. In the aspect of AI-push, the manufacturers’ AI-push has positively correlated with the profits of the entire players of E-CLSCN, while the remanufacturers’ AI-push has only positively correlated with the profits of the remanufacturers. Also, considering the multi-period, the sensitivity of the demand markets for the investment of manufacturers’ and remanufacturers’ AI-push gradually reduces, and the marginal benefit of AI-push gradually decreases. Finally, this paper addresses interesting managerial insights from the perspective of government and enterprises. Under the dual objectives of environmental protection and economic interests of enterprises, this study provides a reference for governments and enterprises to develop relevant dynamic policies. Namely, the government formulates dynamic environmental protection measures, and enterprises formulate dynamic strategic plans and implement government policies. While promoting the management level of E-CLSCN, it effectively boosts the development of the remanufacturing industry and recycling sustainable economy.

Suggested Citation

  • Caiquan Duan & Guoyi Xiu & Fengmin Yao, 2019. "Multi-Period E-Closed-Loop Supply Chain Network Considering Consumers’ Preference for Products and AI-Push," Sustainability, MDPI, vol. 11(17), pages 1-32, August.
    • Handle: RePEc:gam:jsusta:v:11:y:2019:i:17:p:4571-:d:260130
    as

    Download full text from publisher

    File URL: https://www.mdpi.com/2071-1050/11/17/4571/pdf
    Download Restriction: no
    File URL: https://www.mdpi.com/2071-1050/11/17/4571/
    Download Restriction: no
    ---><---

    References listed on IDEAS

    as
    1. Ma, Wei-min & Zhao, Zhang & Ke, Hua, 2013. "Dual-channel closed-loop supply chain with government consumption-subsidy," European Journal of Operational Research, Elsevier, vol. 226(2), pages 221-227.
    2. Shashi & Rajwinder Singh & Piera Centobelli & Roberto Cerchione, 2018. "Evaluating Partnerships in Sustainability-Oriented Food Supply Chain: A Five-Stage Performance Measurement Model," Energies, MDPI, vol. 11(12), pages 1-18, December.
    3. Zhalechian, M. & Tavakkoli-Moghaddam, R. & Zahiri, B. & Mohammadi, M., 2016. "Sustainable design of a closed-loop location-routing-inventory supply chain network under mixed uncertainty," Transportation Research Part E: Logistics and Transportation Review, Elsevier, vol. 89(C), pages 182-214.
    4. Hongshuang (Alice) Li & P. K. Kannan & Siva Viswanathan & Abhishek Pani, 2016. "Attribution Strategies and Return on Keyword Investment in Paid Search Advertising," Marketing Science, INFORMS, vol. 35(6), pages 831-848, November.
    5. Xiaofeng Long & Tong Shu & Shou Chen & Shouyang Wang & Kin Keung Lai & Yan Yang, 2017. "Strategy Analysis of Recycling and Remanufacturing by Remanufacturers in Closed-Loop Supply Chain," Sustainability, MDPI, vol. 9(10), pages 1-29, October.
    6. Feng, Lipan & Govindan, Kannan & Li, Chunfa, 2017. "Strategic planning: Design and coordination for dual-recycling channel reverse supply chain considering consumer behavior," European Journal of Operational Research, Elsevier, vol. 260(2), pages 601-612.
    7. Ferrer, Geraldo & Swaminathan, Jayashankar M., 2010. "Managing new and differentiated remanufactured products," European Journal of Operational Research, Elsevier, vol. 203(2), pages 370-379, June.
    8. E. Allevi & A. Gnudi & I. V. Konnov & G. Oggioni, 2018. "Evaluating the effects of environmental regulations on a closed-loop supply chain network: a variational inequality approach," Annals of Operations Research, Springer, vol. 261(1), pages 1-43, February.
    9. Krishnan S. Anand & Ravi Aron, 2003. "Group Buying on the Web: A Comparison of Price-Discovery Mechanisms," Management Science, INFORMS, vol. 49(11), pages 1546-1562, November.
    10. Ali Pedram & Payam Pedram & Nukman Bin Yusoff & Shahryar Sorooshian, 2017. "Development of closed–loop supply chain network in terms of corporate social responsibility," PLOS ONE, Public Library of Science, vol. 12(4), pages 1-20, April.
    11. Dong, June & Zhang, Ding & Nagurney, Anna, 2004. "A supply chain network equilibrium model with random demands," European Journal of Operational Research, Elsevier, vol. 156(1), pages 194-212, July.
    12. James D. Abbey & Margaret G. Meloy & V. Daniel R. Guide Jr. & Selin Atalay, 2015. "Remanufactured Products in Closed-Loop Supply Chains for Consumer Goods," Production and Operations Management, Production and Operations Management Society, vol. 24(3), pages 488-503, March.
    13. Cailou Jiang & Ying Zhang & Maoliang Bu & Weishu Liu, 2018. "The Effectiveness of Government Subsidies on Manufacturing Innovation: Evidence from the New Energy Vehicle Industry in China," Sustainability, MDPI, vol. 10(6), pages 1-11, May.
    14. YuHang Zhang & Ying Wang, 2019. "Supply Chain Decisions Considering Heterogeneous Consumer Greenness Preference and Reservation Utilities," International Journal of Information Systems and Supply Chain Management (IJISSCM), IGI Global, vol. 12(1), pages 1-21, January.
    15. Haddadsisakht, Ali & Ryan, Sarah M., 2018. "Closed-loop supply chain network design with multiple transportation modes under stochastic demand and uncertain carbon tax," International Journal of Production Economics, Elsevier, vol. 195(C), pages 118-131.
    16. Anna Nagurney & Pritha Dutta, 2019. "Supply chain network competition among blood service organizations: a Generalized Nash Equilibrium framework," Annals of Operations Research, Springer, vol. 275(2), pages 551-586, April.
    17. Jonathan Chemama & Maxime C. Cohen & Ruben Lobel & Georgia Perakis, 2019. "Consumer Subsidies with a Strategic Supplier: Commitment vs. Flexibility," Management Science, INFORMS, vol. 65(2), pages 681-713, February.
    18. Nagurney, Anna & Cruz, Jose & Dong, June & Zhang, Ding, 2005. "Supply chain networks, electronic commerce, and supply side and demand side risk," European Journal of Operational Research, Elsevier, vol. 164(1), pages 120-142, July.
    19. Wu, Xin & Nie, Lei & Xu, Meng & Yan, Fei, 2018. "A perishable food supply chain problem considering demand uncertainty and time deadline constraints: Modeling and application to a high-speed railway catering service," Transportation Research Part E: Logistics and Transportation Review, Elsevier, vol. 111(C), pages 186-209.
    20. Jin, Yannan & Wang, Sujuan & Hu, Qiying, 2015. "Contract type and decision right of sales promotion in supply chain management with a capital constrained retailer," European Journal of Operational Research, Elsevier, vol. 240(2), pages 415-424.
    21. Zhou, Yong-Wu & Cao, Bin & Tang, Qinshen & Zhou, Wenhui, 2017. "Pricing and rebate strategies for an e-shop with a cashback website," European Journal of Operational Research, Elsevier, vol. 262(1), pages 108-122.
    22. Hammond, David & Beullens, Patrick, 2007. "Closed-loop supply chain network equilibrium under legislation," European Journal of Operational Research, Elsevier, vol. 183(2), pages 895-908, December.
    23. Laurens G. Debo & L. Beril Toktay & Luk N. Van Wassenhove, 2005. "Market Segmentation and Product Technology Selection for Remanufacturable Products," Management Science, INFORMS, vol. 51(8), pages 1193-1205, August.
    24. 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.
    25. Nagurney, Anna & Dong, June & Zhang, Ding, 2002. "A supply chain network equilibrium model," Transportation Research Part E: Logistics and Transportation Review, Elsevier, vol. 38(5), pages 281-303, September.
    26. R. Canan Savaskan & Shantanu Bhattacharya & Luk N. Van Wassenhove, 2004. "Closed-Loop Supply Chain Models with Product Remanufacturing," Management Science, INFORMS, vol. 50(2), pages 239-252, February.
    27. Shaofu Du & Jiaang Zhu & Huifang Jiao & Wuyi Ye, 2015. "Game-theoretical analysis for supply chain with consumer preference to low carbon," International Journal of Production Research, Taylor & Francis Journals, vol. 53(12), pages 3753-3768, June.
    28. He, Peng & He, Yong & Xu, Henry, 2019. "Channel structure and pricing in a dual-channel closed-loop supply chain with government subsidy," International Journal of Production Economics, Elsevier, vol. 213(C), pages 108-123.
    29. Nie, Jiajia & Zhong, Ling & Yan, Hong & Yang, Wenjuan, 2019. "Retailers' distribution channel strategies with cross-channel effect in a competitive market," International Journal of Production Economics, Elsevier, vol. 213(C), pages 32-45.
    30. Haixiang Wu & Bing Xu & Ding Zhang, 2019. "Closed-Loop Supply Chain Network Equilibrium Model with Subsidy on Green Supply Chain Technology Investment," Sustainability, MDPI, vol. 11(16), pages 1-26, August.
    31. Amin Sayedi & Kinshuk Jerath & Kannan Srinivasan, 2014. "Competitive Poaching in Sponsored Search Advertising and Its Strategic Impact on Traditional Advertising," Marketing Science, INFORMS, vol. 33(4), pages 586-608, July.
    32. Xiaodong Zhu & Lingfei Yu, 2019. "The Impact of Warranty Efficiency of Remanufactured Products on Production Decisions and Green Growth Performance in Closed-Loop Supply Chain: Perspective of Consumer Behavior," Sustainability, MDPI, vol. 11(5), pages 1-24, March.
    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. Yan Zhou & Xue-Qi Liu & Kar-Hung Wong, 2021. "Remanufacturing Policies Options for a Closed-Loop Supply Chain Network," Sustainability, MDPI, vol. 13(12), pages 1-26, June.
    2. Rocío González-Sánchez & Davide Settembre-Blundo & Anna Maria Ferrari & Fernando E. García-Muiña, 2020. "Main Dimensions in the Building of the Circular Supply Chain: A Literature Review," Sustainability, MDPI, vol. 12(6), pages 1-25, March.
    3. Tianyi Guo & Chaonan Li & Yan Chen, 2022. "Remanufacturing Strategy under Cap-and-Trade Regulation in the Presence of Assimilation Effect," Sustainability, MDPI, vol. 14(5), pages 1-19, March.

    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. Tong Shu & Qian Liu & Shou Chen & Shouyang Wang & Kin Keung Lai, 2018. "Pricing Decisions of CSR Closed-Loop Supply Chains with Carbon Emission Constraints," Sustainability, MDPI, vol. 10(12), pages 1-25, November.
    2. Matsui, Kenji, 2023. "Dual-recycling channel reverse supply chain design of recycling platforms under acquisition price competition," International Journal of Production Economics, Elsevier, vol. 259(C).
    3. Cheng-Han Wu, 2021. "Production-quality policy for a make-from-stock remanufacturing system," Flexible Services and Manufacturing Journal, Springer, vol. 33(2), pages 425-456, June.
    4. Ma, Peng & Gong, Yeming & Mirchandani, Prakash, 2020. "Trade-in for remanufactured products: Pricing with double reference effects," International Journal of Production Economics, Elsevier, vol. 230(C).
    5. Xiong, Yu & Zhou, Yu & Li, Gendao & Chan, Hing-Kai & Xiong, Zhongkai, 2013. "Don’t forget your supplier when remanufacturing," European Journal of Operational Research, Elsevier, vol. 230(1), pages 15-25.
    6. Matsui, Kenji, 2022. "Optimal timing of acquisition price announcement for used products in a dual-recycling channel reverse supply chain," European Journal of Operational Research, Elsevier, vol. 300(2), pages 615-632.
    7. Ehsan Shekarian & Simme Douwe Flapper, 2021. "Analyzing the Structure of Closed-Loop Supply Chains: A Game Theory Perspective," Sustainability, MDPI, vol. 13(3), pages 1-32, January.
    8. Tao, Zhang Gui & Guang, Zhong Yong & Hao, Sun & Song, Hu Jin & Xin, Dai Geng, 2015. "Multi-period closed-loop supply chain network equilibrium with carbon emission constraints," Resources, Conservation & Recycling, Elsevier, vol. 104(PB), pages 354-365.
    9. Linan Zhou & Gengui Zhou & Hangying Li & Jian Cao, 2023. "Channel Selection of Closed-Loop Supply Chain for Scrapped Agricultural Machines Remanufacturing," Sustainability, MDPI, vol. 15(6), pages 1-30, March.
    10. Caiquan Duan & Fengmin Yao & Zhongqiu Li & Hui Yu, 2022. "Multi‐period closed‐loop supply chain network equilibrium considering CSR investment and sharing mechanism," Managerial and Decision Economics, John Wiley & Sons, Ltd., vol. 43(5), pages 1579-1595, July.
    11. 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.
    12. Renbang Shan & Li Luo & Baoli Shi, 2023. "The choice of recycling strategies for decision-makers based on government subsidy and service budget," Environment, Development and Sustainability: A Multidisciplinary Approach to the Theory and Practice of Sustainable Development, Springer, vol. 25(2), pages 1441-1472, February.
    13. Wu, Xiaole & Zhou, Yu, 2019. "Buyer-specific versus uniform pricing in a closed-loop supply chain with third-party remanufacturing," European Journal of Operational Research, Elsevier, vol. 273(2), pages 548-560.
    14. Liangchuan Zhou & Surendra M. Gupta, 2019. "A Pricing and Acquisition Strategy for New and Remanufactured High-Technology Products," Logistics, MDPI, vol. 3(1), pages 1-26, February.
    15. Chan, Chi Kin & Zhou, Yan & Wong, Kar Hung, 2019. "An equilibrium model of the supply chain network under multi-attribute behaviors analysis," European Journal of Operational Research, Elsevier, vol. 275(2), pages 514-535.
    16. Lijun Meng & Qiang Qiang & Zuqing Huang & Baoyou Zhang & Yuxiang Yang, 2020. "Optimal Pricing Strategy and Government Consumption Subsidy Policy in Closed-Loop Supply Chain with Third-Party Remanufacturer," Sustainability, MDPI, vol. 12(6), pages 1-29, March.
    17. Peiyue Cheng & Guitao Zhang & Hao Sun, 2022. "The Sustainable Supply Chain Network Competition Based on Non-Cooperative Equilibrium under Carbon Emission Permits," Mathematics, MDPI, vol. 10(9), pages 1-31, April.
    18. 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.
    19. Han, Xiaohua & Yang, Qianxia & Shang, Jennifer & Pu, Xujin, 2017. "Optimal strategies for trade-old-for-remanufactured programs: Receptivity, durability, and subsidy," International Journal of Production Economics, Elsevier, vol. 193(C), pages 602-616.
    20. Yan, Wei & Xiong, Yu & Xiong, Zhongkai & Guo, Nian, 2015. "Bricks vs. clicks: Which is better for marketing remanufactured products?," European Journal of Operational Research, Elsevier, vol. 242(2), pages 434-444.

    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:11:y:2019:i:17:p:4571-:d:260130. 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.