IDEAS home Printed from https://ideas.repec.org/a/gam/jsusta/v17y2025i8p3532-d1634930.html
   My bibliography  Save this article

Procurement Optimization for Manufacturing Enterprises Considering Supply Chain Disruption Risks and Carbon Emissions

Author

Listed:
  • Mengying Shi

    (Business School, Jiangnan University, Wuxi 214122, China)

  • Jinwei Zhu

    (Business School, Jiangnan University, Wuxi 214122, China)

Abstract

This study addresses the procurement problem in mechanical manufacturing enterprises, considering both supply chain disruption risks and carbon emissions. Based on a multi-product, multi-supplier procurement planning optimization problem, a high-dimensional multi-objective optimization model is developed with procurement cost, total loss, number of quality defects, and carbon emissions as objectives. The model is solved using an improved integer-coded NSGA-III algorithm, which includes four mechanisms: heuristic population initialization, infeasible solution optimization and repair, a weight-matrix-based crossover operator, a multi-column exchange mutation operator, and Pareto simulated annealing. Through numerical experiments, the performance of this algorithm is compared with NSGA-III and NSGA-II, demonstrating its superior ability to handle multi-objective, multi-constraint optimization problems. Ablation experiments further validate the effectiveness of the four improved mechanisms. Case study results show that the optimized procurement plan balances economic and environmental benefits while considering supply chain risks.

Suggested Citation

  • Mengying Shi & Jinwei Zhu, 2025. "Procurement Optimization for Manufacturing Enterprises Considering Supply Chain Disruption Risks and Carbon Emissions," Sustainability, MDPI, vol. 17(8), pages 1-25, April.
    • Handle: RePEc:gam:jsusta:v:17:y:2025:i:8:p:3532-:d:1634930
    as

    Download full text from publisher

    File URL: https://www.mdpi.com/2071-1050/17/8/3532/pdf
    Download Restriction: no
    File URL: https://www.mdpi.com/2071-1050/17/8/3532/
    Download Restriction: no
    ---><---

    References listed on IDEAS

    as
    1. Aadhaar Chaturvedi & Victor Martínez-de-Albéniz, 2011. "Optimal Procurement Design in the Presence of Supply Risk," Manufacturing & Service Operations Management, INFORMS, vol. 13(2), pages 227-243, May.
    2. Kuan-Yu Lin & Cheng-Lu Yeng & Yi-Kuei Lin, 2024. "Evaluating Order Allocation Sustainability Using a Novel Framework Involving Z-Number," Mathematics, MDPI, vol. 12(16), pages 1-15, August.
    3. Qi Fu & Chung-Yee Lee & Chung-Piaw Teo, 2010. "Procurement management using option contracts: random spot price and the portfolio effect," IISE Transactions, Taylor & Francis Journals, vol. 42(11), pages 793-811.
    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. Feng, Yi & Mu, Yinping & Hu, Benyong & Kumar, Arun, 2014. "Commodity options purchasing and credit financing under capital constraint," International Journal of Production Economics, Elsevier, vol. 153(C), pages 230-237.
    2. Cai, W. & Singham, D.I., 2018. "A principal–agent problem with heterogeneous demand distributions for a carbon capture and storage system," European Journal of Operational Research, Elsevier, vol. 264(1), pages 239-256.
    3. Berling, Peter, 2021. "A note generalizing “an option mechanism to coordinate a dyadic supply chain bilaterally in a multi-period setting”," Omega, Elsevier, vol. 101(C).
    4. Han Zhao & Hui Wang & Wei Liu & Shiji Song & Yu Liao, 2021. "Supply Chain Coordination with a Risk-Averse Retailer and the Call Option Contract in the Presence of a Service Requirement," Mathematics, MDPI, vol. 9(7), pages 1-19, April.
    5. Chung‐Yee Lee & Xi Li & Mingzhu Yu, 2015. "The loss‐averse newsvendor problem with supply options," Naval Research Logistics (NRL), John Wiley & Sons, vol. 62(1), pages 46-59, February.
    6. Awi Federgruen & Zhe Liu & Lijian Lu, 2022. "Dual sourcing: Creating and utilizing flexible capacities with a second supply source," Production and Operations Management, Production and Operations Management Society, vol. 31(7), pages 2789-2805, July.
    7. Merzifonluoglu, Yasemin, 2017. "Integrated demand and procurement portfolio management with spot market volatility and option contracts," European Journal of Operational Research, Elsevier, vol. 258(1), pages 181-192.
    8. Jiarong Luo & Xu Chen & Chong Wang & Gaoxun Zhang, 2021. "Bidirectional options in random yield supply chains with demand and spot price uncertainty," Annals of Operations Research, Springer, vol. 302(1), pages 211-230, July.
    9. Aadhaar Chaturvedi & Damian R. Beil & Victor Martínez-de-Albéniz, 2014. "Split-Award Auctions for Supplier Retention," Management Science, INFORMS, vol. 60(7), pages 1719-1737, July.
    10. Tao Lu & Jan C. Fransoo & Chung-Yee Lee, 2017. "Carrier Portfolio Management for Shipping Seasonal Products," Operations Research, INFORMS, vol. 65(5), pages 1250-1266, October.
    11. Liu, An & Wang, Xinyu & Tang, Jiafu, 2024. "Optimizing multi-channel procurement planning under disruption risks," International Journal of Production Economics, Elsevier, vol. 275(C).
    12. Xing, Wei & Liu, Liming & Wang, Shouyang, 2014. "More than a second channel? Supply chain strategies in B2B spot markets," European Journal of Operational Research, Elsevier, vol. 239(3), pages 699-710.
    13. Svoboda, Josef & Minner, Stefan & Yao, Man, 2021. "Typology and literature review on multiple supplier inventory control models," European Journal of Operational Research, Elsevier, vol. 293(1), pages 1-23.
    14. Xu, He & Zuo, Xiaolu & Liu, Zhixue, 2015. "Configuration of flexibility strategies under supply uncertainty," Omega, Elsevier, vol. 51(C), pages 71-82.
    15. Shahrbanoo Rezaei & Iman Ghalehkhondabi & Majid Rafiee & Soudabeh Namdar Zanganeh, 2020. "Supplier selection and order allocation in CLSC configuration with various supply strategies under disruption risk," OPSEARCH, Springer;Operational Research Society of India, vol. 57(3), pages 908-934, September.
    16. Li, Jianbin & Luo, Xiaomeng & Wang, Qifei & Zhou, Weihua, 2021. "Supply chain coordination through capacity reservation contract and quantity flexibility contract," Omega, Elsevier, vol. 99(C).
    17. Chen, Xu & Wan, Nana & Wang, Xiaojun, 2017. "Flexibility and coordination in a supply chain with bidirectional option contracts and service requirement," International Journal of Production Economics, Elsevier, vol. 193(C), pages 183-192.
    18. Belleh Fontem & Megan Price, 2021. "Joint client selection and contract design for a risk-averse commodity broker in a two-echelon supply chain," Annals of Operations Research, Springer, vol. 307(1), pages 111-138, December.
    19. Biswas, Indranil & Avittathur, Balram, 2019. "Channel coordination using options contract under simultaneous price and inventory competition," Transportation Research Part E: Logistics and Transportation Review, Elsevier, vol. 123(C), pages 45-60.
    20. Alejandra Gómez-Padilla & Rosa G. González-Ramírez & Fernando Alarcón & Stefan Voß, 2021. "An option contract model for leasing containers in the shipping industry," Maritime Economics & Logistics, Palgrave Macmillan;International Association of Maritime Economists (IAME), vol. 23(2), pages 328-347, June.

    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:17:y:2025:i:8:p:3532-:d:1634930. 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.