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Reconfigurable and Resilient Closed-Loop Supply Chain Design: A Simulation–Optimization Approach

Author

Listed:
  • Hadi Gholizadeh

    (Université Laval)

  • Amirabbas Pasha

    (Mazandaran University of Science and Technology)

  • Taha-Hossein Hejazi

    (Amirkabir University of Technology)

  • Hamed Jahani

    (RMIT University)

Abstract

This study develops a dynamic, multi-product, multi-period, and multi-stage framework for a reconfigurable closed-loop supply chain in the dairy sector, with a strong emphasis on flexibility. The model effectively manages fluctuating demand by optimizing production, transportation, inventory, and queuing delays while considering warehouse queue lengths and constraints. A simulation-based optimization approach, integrated with response surface methodology, is employed to determine optimal resource capacities and batch sizes, enhancing the system's flexibility in terms of reconfigurability, resilience and responsiveness to market shifts. The results highlight a 13% improvement in new product development flexibility and a 30% increase in adaptability to consumer demand. Furthermore, the model demonstrates a reduction in unmet customer demand and orders by 37% and 25%, respectively, compared to the current system, underscoring its effectiveness in improving both supply chain performance and flexibility.

Suggested Citation

  • Hadi Gholizadeh & Amirabbas Pasha & Taha-Hossein Hejazi & Hamed Jahani, 2025. "Reconfigurable and Resilient Closed-Loop Supply Chain Design: A Simulation–Optimization Approach," Global Journal of Flexible Systems Management, Springer;Global Institute of Flexible Systems Management, vol. 26(1), pages 85-113, March.
  • Handle: RePEc:spr:gjofsm:v:26:y:2025:i:1:d:10.1007_s40171-024-00427-7
    DOI: 10.1007/s40171-024-00427-7
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    References listed on IDEAS

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    1. Md Maruf Hossan Chowdhury & Priyabrata Chowdhury & Mohammed Quaddus & Kazi Waziur Rahman & Sakib Shahriar, 2024. "Flexibility in Enhancing Supply Chain Resilience: Developing a Resilience Capability Portfolio in the Event of Severe Disruption," Global Journal of Flexible Systems Management, Springer;Global Institute of Flexible Systems Management, vol. 25(2), pages 395-417, June.
    2. Jahani, Hamed & Abbasi, Babak & Alavifard, Farzad & Talluri, Srinivas, 2018. "Supply chain network redesign with demand and price uncertainty," International Journal of Production Economics, Elsevier, vol. 205(C), pages 287-312.
    3. Alexandre Dolgui & Dmitry Ivanov, 2022. "5G in digital supply chain and operations management: fostering flexibility, end-to-end connectivity and real-time visibility through internet-of-everything," International Journal of Production Research, Taylor & Francis Journals, vol. 60(2), pages 442-451, January.
    4. Soumya Varma & Nitin Singh & Ajit Patra, 2024. "Supply Chain Flexibility: Unravelling the Research Trajectory Through Citation Path Analysis," Global Journal of Flexible Systems Management, Springer;Global Institute of Flexible Systems Management, vol. 25(2), pages 199-222, June.
    5. Govindan, Kannan & Gholizadeh, Hadi, 2021. "Robust network design for sustainable-resilient reverse logistics network using big data: A case study of end-of-life vehicles," Transportation Research Part E: Logistics and Transportation Review, Elsevier, vol. 149(C).
    6. Sasan Torabzadeh Khorasani, 2018. "A Robust Optimization Model for Supply Chain in Agile and Flexible Mode Based on Variables of Uncertainty," Global Journal of Flexible Systems Management, Springer;Global Institute of Flexible Systems Management, vol. 19(3), pages 239-253, September.
    7. Dmitry Ivanov, 2023. "The Industry 5.0 framework: viability-based integration of the resilience, sustainability, and human-centricity perspectives," International Journal of Production Research, Taylor & Francis Journals, vol. 61(5), pages 1683-1695, March.
    8. Md Maruf Hossan Chowdhury & Sanjoy Kumar Paul & Eijaz Ahmed Khan & A. K. M. Shakil Mahmud, 2024. "A Decision Support Model for Barriers and Optimal Strategy Design in Sustainable Humanitarian Supply Chain Management," Global Journal of Flexible Systems Management, Springer;Global Institute of Flexible Systems Management, vol. 25(3), pages 467-486, September.
    9. Fathi, Mahdi & Khakifirooz, Marzieh & Diabat, Ali & Chen, Huangen, 2021. "An integrated queuing-stochastic optimization hybrid Genetic Algorithm for a location-inventory supply chain network," International Journal of Production Economics, Elsevier, vol. 237(C).
    10. Alexandre Dolgui & Dmitry Ivanov & Boris Sokolov, 2020. "Reconfigurable supply chain: the X-network," International Journal of Production Research, Taylor & Francis Journals, vol. 58(13), pages 4138-4163, July.
    11. Liu, Wenjie & Liu, Wei & Shen, Ningning & Xu, Zhitao & Xie, Naiming & Chen, Jian & Zhou, Huiyu, 2022. "Pricing and collection decisions of a closed-loop supply chain with fuzzy demand," International Journal of Production Economics, Elsevier, vol. 245(C).
    12. Jahani, Hamed & Abbasi, Babak & Sheu, Jiuh-Biing & Klibi, Walid, 2024. "Supply chain network design with financial considerations: A comprehensive review," European Journal of Operational Research, Elsevier, vol. 312(3), pages 799-839.
    13. Surya Prakash & Sameer Kumar & Gunjan Soni & Vipul Jain & Ajay Pal Singh Rathore, 2020. "Closed-loop supply chain network design and modelling under risks and demand uncertainty: an integrated robust optimization approach," Annals of Operations Research, Springer, vol. 290(1), pages 837-864, July.
    14. Badakhshan, Ehsan & Ball, Peter, 2023. "A simulation-optimization approach for integrating physical and financial flows in a supply chain under economic uncertainty," Operations Research Perspectives, Elsevier, vol. 10(C).
    15. Vahdani, Behnam & Mohammadi, M., 2015. "A bi-objective interval-stochastic robust optimization model for designing closed loop supply chain network with multi-priority queuing system," International Journal of Production Economics, Elsevier, vol. 170(PA), pages 67-87.
    16. Abdelkrim R. Yelles-Chaouche & Evgeny Gurevsky & Nadjib Brahimi & Alexandre Dolgui, 2021. "Reconfigurable manufacturing systems from an optimisation perspective: a focused review of literature," International Journal of Production Research, Taylor & Francis Journals, vol. 59(21), pages 6400-6418, November.
    17. Bhavya Sharma & Murari Lal Mittal & Gunjan Soni & Bharti Ramtiyal, 2023. "An Implementation Framework for Resiliency Assessment in a Supply Chain," Global Journal of Flexible Systems Management, Springer;Global Institute of Flexible Systems Management, vol. 24(4), pages 591-614, December.
    18. Seyed Ashkan Zarghami & Jantanee Dumrak, 2024. "Evaluating Vulnerability of Supply Chain Networks to Capacity Reduction," Global Journal of Flexible Systems Management, Springer;Global Institute of Flexible Systems Management, vol. 25(3), pages 629-646, September.
    19. Hsiao-Lan Wei & Eric T G Wang, 2010. "The strategic value of supply chain visibility: increasing the ability to reconfigure," European Journal of Information Systems, Taylor & Francis Journals, vol. 19(2), pages 238-249, April.
    20. Riccardo Aldrighetti & Ilenia Zennaro & Serena Finco & Daria Battini, 2019. "Healthcare Supply Chain Simulation with Disruption Considerations: A Case Study from Northern Italy," Global Journal of Flexible Systems Management, Springer;Global Institute of Flexible Systems Management, vol. 20(1), pages 81-102, December.
    21. Shokraneh K. Moghaddam & Mahmoud Houshmand & Omid Fatahi Valilai, 2018. "Configuration design in scalable reconfigurable manufacturing systems (RMS); a case of single-product flow line (SPFL)," International Journal of Production Research, Taylor & Francis Journals, vol. 56(11), pages 3932-3954, June.
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    Cited by:

    1. Feng Lyu & Jiajie Zhang & Fen Liu & Huili Chu, 2025. "Decision Optimization of Manufacturing Supply Chain Based on Resilience," Sustainability, MDPI, vol. 17(14), pages 1-18, July.

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