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Costs of resilience and disruptions in supply chain network design models: A review and future research directions

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Cited by:

  1. Liu, Hui & Su, Bingbing & Guo, Min & Wang, Jingbei, 2024. "Exploring R&D network resilience under risk propagation: An organizational learning perspective," International Journal of Production Economics, Elsevier, vol. 273(C).
  2. ChangJun Wang & Li-Meng-Tao Zhong, 2025. "Reliable design of humanitarian supply chain under correlated disruptions: a two-stage distributionally robust approach," Annals of Operations Research, Springer, vol. 355(3), pages 2999-3047, December.
  3. Dmitry Ivanov & Alexandre Dolgui, 2022. "Stress testing supply chains and creating viable ecosystems," Operations Management Research, Springer, vol. 15(1), pages 475-486, June.
  4. Rong Wang, 2024. "RETRACTED ARTICLE: Safeguarding Enterprise Prosperity: An In-depth Analysis of Financial Management Strategies," Journal of the Knowledge Economy, Springer;Portland International Center for Management of Engineering and Technology (PICMET), vol. 15(4), pages 17676-17704, December.
  5. Mosayebi, Mohsen & Fathi, Michel & Hedayati, Mehrnaz Khalaj & Ivanov, Dmitry, 2024. "Time-to-Adapt (TTA)," International Journal of Production Economics, Elsevier, vol. 278(C).
  6. Cheramin, Meysam & Saha, Apurba Kumar & Cheng, Jianqiang & Paul, Sanjoy Kumar & Jin, Hongyue, 2021. "Resilient NdFeB magnet recycling under the impacts of COVID-19 pandemic: Stochastic programming and Benders decomposition," Transportation Research Part E: Logistics and Transportation Review, Elsevier, vol. 155(C).
  7. Yuting Zhang & Juan Shang, 2025. "Should manufacturers choose technological innovation in dual-channel supply chains during emergencies?," PLOS ONE, Public Library of Science, vol. 20(7), pages 1-26, July.
  8. ASUAMAH Yeboah, Samuel, 2023. "Navigating the Waves of Change: Exploring the Impact of COVID-19 on Consumer Behaviour in Developing Countries," MPRA Paper 117976, University Library of Munich, Germany, revised 2023.
  9. Yigit Kazancoglu & Sachin Kumar Mangla & Sunil Luthra & Mamta Rani Agarwal, 2025. "Role of emerging technologies for empowering resilience and transparency in supply chains," Annals of Operations Research, Springer, vol. 353(3), pages 977-1018, October.
  10. Luis Francisco López-Castro & Elyn L. Solano-Charris, 2021. "Integrating Resilience and Sustainability Criteria in the Supply Chain Network Design. A Systematic Literature Review," Sustainability, MDPI, vol. 13(19), pages 1-26, September.
  11. Enrique, Daisy Valle & Lerman, Laura Visintainer & Sousa, Paulo Renato de & Benitez, Guilherme Brittes & Bigares Charrua Santos, Fernando M. & Frank, Alejandro G., 2022. "Being digital and flexible to navigate the storm: How digital transformation enhances supply chain flexibility in turbulent environments," International Journal of Production Economics, Elsevier, vol. 250(C).
  12. Eberhardt, Katharina & Fuchß, Patricia & Kaiser, Florian Klaus & Rosenberg, Sonja & Schultmann, Frank, 2025. "Stochastic network optimization for strategic resource pre-positioning and allocation," International Journal of Production Economics, Elsevier, vol. 287(C).
  13. Matthias Klumpp & Dominic Loske, 2021. "Sustainability and Resilience Revisited: Impact of Information Technology Disruptions on Empirical Retail Logistics Efficiency," Sustainability, MDPI, vol. 13(10), pages 1-20, May.
  14. Yang, Xiaodong & Shira, Ruba Khalid & Dang, Lan Phuong & Hao, Pu, 2025. "Unforeseen benefits: Can ESG enhance corporate access to commercial credit financing?," Research in International Business and Finance, Elsevier, vol. 75(C).
  15. Li, Guo & Xue, Jing & Li, Na & Ivanov, Dmitry, 2022. "Blockchain-supported business model design, supply chain resilience, and firm performance," Transportation Research Part E: Logistics and Transportation Review, Elsevier, vol. 163(C).
  16. Wissuwa, Florian & Durach, Christian F. & Choi, Thomas Y., 2022. "Selecting resilient suppliers: Supplier complexity and buyer disruption," International Journal of Production Economics, Elsevier, vol. 253(C).
  17. Rujeerapaiboon, Napat & Zhong, Yuanguang & Zhu, Dan, 2023. "Resilience of long chain under disruption," European Journal of Operational Research, Elsevier, vol. 309(2), pages 597-615.
  18. Khadija Echefaj & Abdelkabir Charkaoui & Anass Cherrafi & Dmitry Ivanov, 2024. "Design of resilient and viable sourcing strategies in intertwined circular supply networks," Annals of Operations Research, Springer, vol. 337(1), pages 459-498, June.
  19. Zhao, Nanyang & Hong, Jiangtao & Lau, Kwok Hung, 2023. "Impact of supply chain digitalization on supply chain resilience and performance: A multi-mediation model," International Journal of Production Economics, Elsevier, vol. 259(C).
  20. Roberta Pellegrino & Barbara Gaudenzi, 2026. "Supply chain resilience as a viable way to cope with disruptions: an empirical analysis of Italian firms," Review of Managerial Science, Springer, vol. 20(5), pages 1459-1489, May.
  21. Seyed Ashkan Hosseini Shekarabi & Reza Kiani Mavi & Flavio Romero Macau, 2025. "Supply Chain Resilience: A Critical Review of Risk Mitigation, Robust Optimisation, and Technological Solutions and Future Research Directions," Global Journal of Flexible Systems Management, Springer;Global Institute of Flexible Systems Management, vol. 26(3), pages 681-735, September.
  22. Fessina, Massimiliano & Zaccaria, Andrea & Cimini, Giulio & Squartini, Tiziano, 2024. "Pattern-detection in the global automotive industry: A manufacturer-supplier-product network analysis," Chaos, Solitons & Fractals, Elsevier, vol. 181(C).
  23. Xin Zhang & Qiying Ran & Haijie Wang & Zhimeng Zhu & Yanchao Feng, 2026. "Whether the supply chain digitization improves the carbon emission efficiency in border regions? Empirical evidence from China," Economic Change and Restructuring, Springer, vol. 59(1), pages 1-29, February.
  24. Ivanov, Dmitry, 2024. "Supply chain resilience: Conceptual and formal models drawing from immune system analogy," Omega, Elsevier, vol. 127(C).
  25. Abushaega, Mastoor M. & González, Andrés D. & Moshebah, Osamah Y., 2024. "A fairness-based multi-objective distribution and restoration model for enhanced resilience of supply chain transportation networks," Reliability Engineering and System Safety, Elsevier, vol. 251(C).
  26. Yang, Yi & Peng, Chen & Cao, En-Zhi, 2025. "Design of supply chain resilience strategies from the product life cycle perspective," International Journal of Production Economics, Elsevier, vol. 282(C).
  27. Aldrighetti, Riccardo & Battini, Daria & Ivanov, Dmitry, 2023. "Efficient resilience portfolio design in the supply chain with consideration of preparedness and recovery investments," Omega, Elsevier, vol. 117(C).
  28. 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.
  29. Yashoda Devi & Sabyasachi Patra & Surya Prakash Singh, 2022. "A location-allocation model for influenza pandemic outbreaks: A case study in India," Operations Management Research, Springer, vol. 15(1), pages 487-502, June.
  30. Karmaker, Chitra Lekha & Bari, A.B.M. Mainul & Anam, Md. Zahidul & Ahmed, Tazim & Ali, Syed Mithun & de Jesus Pacheco, Diego Augusto & Moktadir, Md. Abdul, 2023. "Industry 5.0 challenges for post-pandemic supply chain sustainability in an emerging economy," International Journal of Production Economics, Elsevier, vol. 258(C).
  31. Alikhani, Reza & Ranjbar, Amirhossein & Jamali, Amir & Torabi, S. Ali & Zobel, Christopher W., 2023. "Towards increasing synergistic effects of resilience strategies in supply chain network design," Omega, Elsevier, vol. 116(C).
  32. Caputo, A.C. & Donati, L. & Salini, P., 2023. "Estimating resilience of manufacturing plants to physical disruptions: Model and application," International Journal of Production Economics, Elsevier, vol. 266(C).
  33. Dinu Mihai & Mănescu Cătalin Octavian & Spiridon Carmen Elena & Mogoş Liliana & Ganea Otilia, 2024. "The Competitiveness of Financial Support Measures in the Context of the Pandemic," Proceedings of the International Conference on Business Excellence, Sciendo, vol. 18(1), pages 770-778.
  34. Massimiliano Fessina & Giulio Cimini & Tiziano Squartini & Pablo Astudillo-Est'evez & Stefan Thurner & Diego Garlaschelli, 2024. "Inferring firm-level supply chain networks with realistic systemic risk from industry sector-level data," Papers 2408.02467, arXiv.org.
  35. Mahsa Yousefi Sarmad & Mir Saman Pishvaee & Hamed Jahani & Seyed Mohammad Sadegh Khaksar & Dmitry Ivanov, 2025. "Integrated planning for a global pharmaceutical supply chain: an ambidexterity perspective," Annals of Operations Research, Springer, vol. 346(2), pages 1717-1766, March.
  36. Battaïa, Olga & Guillaume, Romain & Krug, Zoé & Oloruntoba, Richard, 2023. "Environmental and social equity in network design of sustainable closed-loop supply chains," International Journal of Production Economics, Elsevier, vol. 264(C).
  37. Dmitry Ivanov, 2026. "Collaborative emergency adaptation for ripple effect mitigation in intertwined supply networks," Annals of Operations Research, Springer, vol. 359(2), pages 1727-1743, April.
  38. Ramani, Vinay & Ghosh, Debabrata & Sodhi, ManMohan S., 2022. "Understanding systemic disruption from the Covid-19-induced semiconductor shortage for the auto industry," Omega, Elsevier, vol. 113(C).
  39. María Arquer & Borja Ponte & Raúl Pino, 2022. "Examining the balance between efficiency and resilience in closed-loop supply chains," Central European Journal of Operations Research, Springer;Slovak Society for Operations Research;Hungarian Operational Research Society;Czech Society for Operations Research;Österr. Gesellschaft für Operations Research (ÖGOR);Slovenian Society Informatika - Section for Operational Research;Croatian Operational Research Society, vol. 30(4), pages 1307-1336, December.
  40. Oliveira Silva, Wesley Douglas & Fontana, Marcele Elisa & Belarmino, Hugo Leonardo & Levino, Natallya & Marques, Pedro Carmona, 2024. "Resilience optimization in disruption-prone sustainable reverse supply chains for lead-acid battery waste management in Brazil: A stochastic model for public and private policy formulation," Socio-Economic Planning Sciences, Elsevier, vol. 95(C).
  41. Hunger, Tom & Erfurth, Philipp Jens & Arnold, Marlen Gabriele & Wichmann, Matthias Gerhard, 2026. "Integrated strategic sourcing of critical raw materials in an era of global disruptions," International Journal of Production Economics, Elsevier, vol. 292(C).
  42. Iftikhar, Anas & Purvis, Laura & Giannoccaro, Ilaria, 2021. "A meta-analytical review of antecedents and outcomes of firm resilience," Journal of Business Research, Elsevier, vol. 135(C), pages 408-425.
  43. Marco Ardolino & Andrea Bacchetti & Dmitry Ivanov, 2022. "Analysis of the COVID-19 pandemic’s impacts on manufacturing: a systematic literature review and future research agenda," Operations Management Research, Springer, vol. 15(1), pages 551-566, June.
  44. Wang, Yuhao & Cheng, Pengfei, 2025. "Supply chain upstream shocks and downstream concentration in the new energy sector: Balancing diversification and centralization," Energy Economics, Elsevier, vol. 145(C).
  45. Müllerklein, Daniel & Fontaine, Pirmin, 2025. "Resilient transportation network design with disruption uncertainty and lead times," European Journal of Operational Research, Elsevier, vol. 322(3), pages 827-840.
  46. Huang, Ding-Hsiang, 2025. "Evaluation and Management of Sustainable Supply Chain Systems with Carbon Emissions and Transport Damage Based on Multi-state System Reliability Assessment," Reliability Engineering and System Safety, Elsevier, vol. 257(PA).
  47. Jabbarzadeh, Armin & Shamsi, Meisam, 2025. "Designing a resilient and sustainable multi-feedstock bioethanol supply chain: Integration of mathematical modeling and machine learning," Applied Energy, Elsevier, vol. 377(PB).
  48. Zhang, Qihuan & Wang, Ziteng & Huang, Min & Wang, Huihui & Wang, Xingwei & Fang, Shu-Cherng, 2025. "Collaborative supply chain network design under demand uncertainty: A robust optimization approach," International Journal of Production Economics, Elsevier, vol. 279(C).
  49. Sabogal De La Pava, Martha L. & Tucker, Emily L., 2025. "Effects of geopolitical strain on global pharmaceutical supply chain design and drug shortages," European Journal of Operational Research, Elsevier, vol. 327(2), pages 641-654.
  50. Zamani Dadaneh, Dariush & Moradi, Sajad & Alizadeh, Behrooz, 2023. "Simultaneous planning of purchase orders, production, and inventory management under demand uncertainty," International Journal of Production Economics, Elsevier, vol. 265(C).
  51. Ivanov, Dmitry, 2023. "Intelligent digital twin (iDT) for supply chain stress-testing, resilience, and viability," International Journal of Production Economics, Elsevier, vol. 263(C).
  52. Luo, Lan & Li, Xiangyong & Zhao, Yuxuan, 2025. "A two-stage stochastic-robust model for supply chain network design problem under disruptions and endogenous demand uncertainty," Transportation Research Part E: Logistics and Transportation Review, Elsevier, vol. 196(C).
  53. Maheshwari, Pratik & Kamble, Sachin & Belhadi, Amine & Venkatesh, Mani & Abedin, Mohammad Zoynul, 2023. "Digital twin-driven real-time planning, monitoring, and controlling in food supply chains," Technological Forecasting and Social Change, Elsevier, vol. 195(C).
  54. Dmitry Ivanov, 2025. "Blackout and supply chains: Cross-structural ripple effect, performance, resilience and viability impact analysis," Annals of Operations Research, Springer, vol. 348(3), pages 1127-1143, May.
  55. Marianov, Vladimir & Eiselt, H.A., 2024. "Fifty Years of Location Theory - A Selective Review," European Journal of Operational Research, Elsevier, vol. 318(3), pages 701-718.
  56. Lydia Novoszel & Tina Wakolbinger, 2022. "Meta-analysis of Supply Chain Disruption Research," SN Operations Research Forum, Springer, vol. 3(1), pages 1-25, March.
  57. Dou, Runliang & Liu, Xin & Hou, Yanchao & Wei, Yixin, 2024. "Mitigating closed-loop supply chain risk through assessment of production cost, disruption cost, and reliability," International Journal of Production Economics, Elsevier, vol. 270(C).
  58. Burgos, Diana & Ivanov, Dmitry, 2021. "Food retail supply chain resilience and the COVID-19 pandemic: A digital twin-based impact analysis and improvement directions," Transportation Research Part E: Logistics and Transportation Review, Elsevier, vol. 152(C).
  59. Ivanov, Dmitry & Dolgui, Alexandre & Sokolov, Boris, 2022. "Cloud supply chain: Integrating Industry 4.0 and digital platforms in the “Supply Chain-as-a-Service”," Transportation Research Part E: Logistics and Transportation Review, Elsevier, vol. 160(C).
  60. Anna Mancini & Bal'azs Lengyel & Riccardo Di Clemente & Giulio Cimini, 2025. "Evolution and determinants of firm-level systemic risk in local production networks," Papers 2506.21426, arXiv.org.
  61. Ciaian Pavel, 2025. "Literature review on stress tests in food supply chains," JRC Research Reports JRC141669, Joint Research Centre.
  62. Manupati, V.K. & Schoenherr, Tobias & Ramkumar, M. & Panigrahi, Suraj & Sharma, Yash & Mishra, Prakriti, 2022. "Recovery strategies for a disrupted supply chain network: Leveraging blockchain technology in pre- and post-disruption scenarios," International Journal of Production Economics, Elsevier, vol. 245(C).
  63. Hou, Bin & Wang, Xinyu & Tang, Jiafu, 2026. "Identifying critical node set in supply chain network considering hybrid operational risk management," International Journal of Production Economics, Elsevier, vol. 291(C).
  64. Rozhkov, Maxim & Ivanov, Dmitry & Blackhurst, Jennifer & Nair, Anand, 2022. "Adapting supply chain operations in anticipation of and during the COVID-19 pandemic," Omega, Elsevier, vol. 110(C).
  65. Hu, Haitao & Tang, Jiafu & Tian, Tian, 2025. "Robust facility location and protection under facility disruptions with decision-dependent uncertainty," International Journal of Production Economics, Elsevier, vol. 282(C).
  66. Abdolreza Roshani & Glenn Parry & Philip Walker-Davies, 2026. "Mathematical formulations and a Relax-and-Fix heuristic algorithm for capacitated reliable fixed-charge facility location problems," Journal of Heuristics, Springer, vol. 32(1), pages 1-41, March.
  67. Liu, Jia & Bai, Jinyu & Wu, Desheng, 2021. "Medical supplies scheduling in major public health emergencies," Transportation Research Part E: Logistics and Transportation Review, Elsevier, vol. 154(C).
  68. Holzapfel, Andreas & Potoczki, Tobias & Kuhn, Heinrich, 2023. "Designing the breadth and depth of distribution networks in the retail trade," International Journal of Production Economics, Elsevier, vol. 257(C).
  69. Abdolreza Roshani & Philip Walker-Davies & Glenn Parry, 2024. "Designing resilient supply chain networks: a systematic literature review of mitigation strategies," Annals of Operations Research, Springer, vol. 341(2), pages 1267-1332, October.
  70. HU, Haitao & TANG, Jiafu, 2025. "Robust facility location considering protection and backup under facility disruptions with decision-dependent uncertainty," European Journal of Operational Research, Elsevier, vol. 325(3), pages 474-486.
  71. Sunny Kareem & Julia A. Fehrer & Timofey Shalpegin & Christina Stringer, 2025. "Navigating tensions of sustainable supply chains in times of multiple crises: A systematic literature review," Business Strategy and the Environment, Wiley Blackwell, vol. 34(1), pages 316-337, January.
  72. Yao, Zhu & Gan, Mi & Wang, Li & Peng, Tao & Yu, Hao & Liu, Xiaobo, 2025. "Impact of carbon inequality embodied in interprovincial trade on National Road Freight Supply Chain Resilience," Journal of Transport Geography, Elsevier, vol. 128(C).
  73. Dmitry Ivanov, 2024. "Exiting the COVID-19 pandemic: after-shock risks and avoidance of disruption tails in supply chains," Annals of Operations Research, Springer, vol. 335(3), pages 1627-1644, April.
  74. Zhan, Sha-lei & Ignatius, Joshua & Ng, Chi To & Chen, Daqiang, 2025. "Supply chain network viability: Managing disruption risk via dynamic data and interaction models," Omega, Elsevier, vol. 134(C).
  75. Suzanne Bihan & Gülgün Alpan & Bernard Penz, 2025. "A quantitative study of data aggregation for a network design problem: a case of automotive distribution," Journal of Intelligent Manufacturing, Springer, vol. 36(6), pages 3941-3964, August.
  76. K. E. K. Vimal & Mohammed Faaz Shaikh & Ananya Pranay Chouhan & Jayakrishna Kandasamy, 2024. "Developing a framework for achieving optimal sustainability and resilience in circular sharing network," Environment, Development and Sustainability: A Multidisciplinary Approach to the Theory and Practice of Sustainable Development, Springer, vol. 26(7), pages 18267-18295, July.
  77. Wu, Yue & Lam, Jasmine Siu Lee, 2026. "Strategic investment in supply chain resilience: A study of fast-moving consumer goods under demand uncertainty," Transportation Research Part E: Logistics and Transportation Review, Elsevier, vol. 205(C).
  78. Lakshmi Shetty & Shefali Srivastava & Ashish Dwivedi & Dragan Pamucar & Anchal Patil, 2026. "Shaping sustainable paths for perishable food supply chains - contemporary insights and future prospects," Environment, Development and Sustainability: A Multidisciplinary Approach to the Theory and Practice of Sustainable Development, Springer, vol. 28(2), pages 3107-3140, February.
  79. Ashish Dwivedi & Shefali Srivastava & Dindayal Agrawal & Ajay Jha & Sanjoy Kumar Paul, 2023. "Analyzing the Inter-relationships of Business Recovery Challenges in the Manufacturing Industry: Implications for Post-pandemic Supply Chain Resilience," Global Journal of Flexible Systems Management, Springer;Global Institute of Flexible Systems Management, vol. 24(1), pages 31-48, December.
  80. Nikookar, Ethan & Gligor, David & Russo, Ivan, 2024. "Supply chain resilience: When the recipe is more important than the ingredients for managing supply chain disruptions," International Journal of Production Economics, Elsevier, vol. 272(C).
  81. Sharma, Amalesh & Pathak, Surya & Borah, Sourav Bikash & Adhikary, Anirban, 2022. "Collaboration strategies in buyer-supplier relational (BSR) networks and sustainable firm performance: A trade-off story," International Journal of Production Economics, Elsevier, vol. 253(C).
  82. Darmawan, Agus & Wong, Hartanto Wijaya & Fransoo, Jan, 2025. "Supply chain network design with the presence of the bullwhip effect," International Journal of Production Economics, Elsevier, vol. 286(C).
  83. Sun, Mingyao & Ng, Chi To & Yang, Liu & Zhang, Tianhua, 2024. "Optimal after-sales service offering strategy: Additive manufacturing, traditional manufacturing, or hybrid?," International Journal of Production Economics, Elsevier, vol. 268(C).
  84. Pu, Wei & Yan, Xiangbin & Ma, Shuang, 2026. "Adaptation strategies-based supply chain viability optimization under bidirectional ripple effects," Omega, Elsevier, vol. 140(C).
  85. Nazarinia, Ali & Pirayesh, Amir & Dupouët, Olivier & Saint-Jean, Maïder, 2025. "Circular supply chain network design: A robust probabilistic multi-objective optimisation approach," International Journal of Production Economics, Elsevier, vol. 289(C).
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