10,473
Views
261
CrossRef citations to date
0
Altmetric
Review

Reconfigurable supply chain: the X-network

ORCID Icon, ORCID Icon & ORCID Icon
Pages 4138-4163 | Received 23 Jan 2020, Accepted 20 May 2020, Published online: 11 Jun 2020

References

  • Adenso-Díaz, B., J. Mar-Ortiz, and S. Lozano. 2018. “Assessing Supply Chain Robustness to Links Failure.” International Journal of Production Research 56 (15): 5104–5117.
  • Aldrighetti, R., I. Zennaro, D. Battini, and S. Finco. 2019. “Healthcare Supply Chain Simulation with Disruption Considerations: A Case Study From Northern Italy.” Global Journal of Flexible Systems Management. doi:10.1007/s40171-019-00223-8.
  • Ali, I., and I. Golgeci. 2019. “Where is Supply Chain Resilience Research Heading? A Systematic and Co-Occurrence Analysis.” International Journal of Physical Distribution & Logistics Management 49 (8): 793–815.
  • Allaoui, H., Y. N. Guo, and J. Sarkis. 2019. “Decision Support for Collaboration Planning in Sustainable Supply Chains.” Journal of Cleaner Production 229: 761–774.
  • Altay, N., A. Gunasekaran, R. Dubey, and S. J. Childe. 2018. “Agility and Resilience as Antecedents of Supply Chain Performance Under Moderating Effects of Organizational Culture Within Humanitarian Setting: A Dynamic Capability View.” Production Planning and Control 29 (14): 1158–1174.
  • Ambulkar, S., J. Blackhurst, and S. Grawe. 2015. “Firm's Resilience to Supply Chain Disruptions: Scale Development and Empirical Examination.” Journal of Operations Management 33 (34): 111–122.
  • Amindoust, A. 2018. “A Resilient-Sustainable Based Supplier Selection Model Using a Hybrid Intelligent Method.” Computers & Industrial Engineering 126: 122–135.
  • Arikan, E., and L. Silbermayr. 2018. “Risk Pooling via Unidirectional Inventory Transshipments in a Decentralized Supply Chain.” International Journal of Production Research 56 (17): 5593–5610.
  • Bai, C., J. Sarkis, X. Wei, and L. Koh. 2012. “Evaluating Ecological Sustainable Performance Measures for Supply Chain Management.” Supply Chain Manag. An Int. J 17 (1): 78–92.
  • Baryannis, G., S. Validi, S. Dani, and G. Antoniou. 2019. “Supply Chain Risk Management and Artificial Intelligence: State of the art and Future Research Directions.” International Journal of Production Research 57 (7): 2179–2202.
  • Basole, R. C., and M. A. Bellamy. 2014. “Supply Network Structure, Visibility, and Risk Diffusion: A Computational Approach.” Decision Sciences 45 (4): 1–49.
  • Basole, R. C., and M. Nowak. 2018. “Assimilation of Tracking Technology in the Supply Chain.” Transportation Research Part E: Logistics and Transportation Review 114: 350–370.
  • Battaïa, O., L. Benyoucef, X. Delorme, A. Dolgui, and S. Thevenin. 2020. “Sustainable and Energy Efficient Reconfigurable Manufacturing Systems, Chapter 9.” In Reconfigurable Manufacturing Systems: From the Design to Implementation, edited by L. Benyoucef, 189–304. Berlin: Springer.
  • Baumer-Cardoso, M. I., L. M. S. Campos, P. P. P. Santos, and E. M. Frazzon. 2020. “Simulation-based Analysis of Catalyzers and Trade-Offs in Lean & Green Manufacturing.” Journal of Cleaner Production 242: 118–141.
  • Behzadi, G., M. J. O’Sullivan, T. L. Olsen, and A. Zhang. 2018. “Allocation Flexibility for Agribusiness Supply Chains Under Market Demand Disruption.” International Journal of Production Research 56 (10): 3524–3546.
  • Ben-Daya, M., E. Hassini, and Z. Bahroun. 2019. “Internet of Things and Supply Chain Management: a Literature Review.” International Journal of Production Research 57 (15-16): 4719–4742.
  • Bi, Z.-M., Y. Lin, and W. J. Zhang. 2010. “The General Architecture of Adaptive Robotic Systems for Manufacturing Applications.” Robotics and Computer-Integrated Manufacturing 26 (5): 461–470.
  • Bier, T., A. Lange, and C. H. Glock. 2020. “: Methods for Mitigating Disruptions in Complex Supply Chain Structures: A Systematic Literature Review.” International Journal of Production Research 58 (6): 1835–1866.
  • Blackhurst, J., C. W. Craighead, D. Elkins, and R. Handfield. 2005. “An Empirically Derived Agenda of Critical Research Issues for Managing Supply-Chain Disruptions.” International Journal of Production Research 43 (19): 4067–4081.
  • Blackhurst, J., J. Dunn, and C. Craighead. 2011. “An Empirically Derived Framework of Global Supply Resiliency.” Journal of Business Logistics 32 (4): 347–391.
  • Bode, C., and S. M. Wagner. 2015. “Structural Drivers of Upstream Supply Chain Complexity and the Frequency of Supply Chain Disruptions.” Journal of Operations Management 36: 215–228.
  • Brandenburg, M., and T. Rebs. 2015. “Sustainable Supply Chain Management: A Modeling Perspective.” Annals of Operation Research 229: 213–252.
  • Brandon-Jones, E., B. Squire, C. W. Autry, and K. J. Petersen. 2014. “A Contingent Resource-Based Perspective of Supply Chain Resilience and Robustness.” Journal of Supply Chain Management 50 (3): 55–73.
  • Brintrup, A., Y. Wang, and A. Tiwari. 2015. “Supply Networks as Complex Systems: A Network Science-Based Characterization.” IEEE Systems Journal 99: 1–12.
  • Camarinha-Matos, L. M., and H. Afsarmanesh. 2005. “Collaborative Networks: a new Scientific Discipline.” Journal of Intelligent Manufacturing 16: 439–452.
  • Cândido G., J. Barata, A. W. Colombo, and F. Jammes. 2009. “SOA in Reconfigurable Supply Chains: A Research Roadmap.” Engineering Applications of Artificial Intelligence 22 (6): 939–949.
  • Carter, R. C., and D. S. Rogers. 2008. “A Framework of Sustainable Supply Chain Management: Moving Toward new Theory.” Int. J. Phys. Distribution Logist. Manag 38 (5): 360–387.
  • Carvalho, H., S. G. Azevedo, and V. Cruz-Machado. 2012. “Agile and Resilient Approaches to Supply Chain Management: Influence on Performance and Competitiveness.” Logistics Research 4 (1/2): 49–62.
  • Cavalcantea, I. M., E. M. Frazzon, F. A. Forcellinia, and D. Ivanov. 2019. “A Supervised Machine Learning Approach to Data-Driven Simulation of Resilient Supplier Selection in Digital Manufacturing.” International Journal of Information Management 49: 86–97.
  • Chan, F. T. S., N. Li, S. H. Chung, and M. Saadat. 2017. “Management of Sustainable Manufacturing Systems-a Review on Mathematical Problems.” International Journal of Production Research 55 (4): 1210–1225.
  • Chen, Q., X. Li, and Y. Ouyang. 2011. “Joint Inventory-Location Problem Under the Risk of Probabilistic Facility Disruptions.” Transportation Research Part B: Methodological 45 (7): 991–1003.
  • Chen, L., and E. Miller-Hooks. 2012. “Resilience: an Indicator of Recovery Capability in Intermodal Freight Transport.” Transportation Science 46 (1): 109–123.
  • Chen, X., Z. Xi, and P. Jing. 2017. “A Unified Framework for Evaluating Supply Chain Reliability and Resilience.” IEEE Transactions on Reliability 66 (4): 1144–1156.
  • Choi, T.-M. 2020. “Innovative “Bring-Service-Near-Your-Home” Operations Under Corona-Virus (COVID-19/SARS-CoV-2) Outbreak: Can Logistics Become the Messiah?” Transportation Research Part E: Logistics and Transportation. doi:10.1016/j.tre.2020.101961.
  • Choi, T. M., H. K. Chan, and X. Yue. 2017a. “Recent Development in big Data Analytics for Business Operations and Risk Management.” IEEE Transactions on Cybernetics 47 (1): 81–92.
  • Choi, T. Y., K. J. Dooley, and M. Rungtusanatham. 2001. “Supply Networks and Complex Adaptive Systems: Control Versus Emergence.” J Oper Manag 19 (3): 351–366.
  • Choi, T. M., and J. H. Lambert. 2017b. “Advances in Risk Analysis with big Data.” Risk Analysis 37 (8): 1435–1442.
  • Choi, T.-M., A. A. Taleizadeh, and X. Yue. 2020. “Game Theory Applications in Production Research in the Sharing and Circular Economy era.” International Journal of Production Research 58 (1): 118–127.
  • Choi, T. M., S. W. Wallace, and Y. Wang. 2018. “Big Data Analytics in Operations Management.” Production and Operations Management 27 (10): 1868–1883.
  • Chopra, S., and M. S. Sodhi. 2014. “Reducing the Risk of Supply Chain Disruptions.” MIT Sloan Management Review 55 (3): 73–80.
  • Christopher, M., and H. Peck. 2004. “Building the Resilience Supply Chain.” International Journal of LogisticsManagement 15 (2): 1–13.
  • Christopher, M., and D. R. Towill. 2000. “Supply Chain Migration From Lean and Functional to Agile and Customised.” Supply Chain Management: An International Journal 5 (4): 206–213.
  • Cui, T., Y. Ouyang, and Z. J. M. Shen. 2010. “Reliable Facility Location Design Under the Risk of Disruptions.” Operations Research 58 (4-part-1): 998–1011.
  • Das, A., R. Narasimhan, and S. Talluri. 2006. “Supplier Integration: Finding an Optimal Configuration.” Journal of Operations Management 24 (5): 563–582.
  • Demirel, G., B. L. MacCarthy, D. Ritterskamp, A. Champneys, and T. Gross. 2019. “Identifying Dynamical Instabilities in Supply Networks Using Generalized Modeling.” Journal of Operations Management 65 (2): 136–159.
  • Dixit, V., P. Verma, and M. K. Tiwari. 2020. “Assessment of pre and Post-Disaster Supply Chain Resilience Based on Network Structural Parameters with CVaR as a Risk Measure.” International Journal of Production Economics 227: 107655.
  • Dolgui, A., D. Ivanov, S. Potryasaev, B. Sokolov, M. Ivanova, and F. Werner. 2020a. “Blockchain-oriented Dynamic Modelling of Smart Contract Design and Execution Control in the Supply Chain.” International Journal of Production Research 58 (7): 2184–2199.
  • Dolgui, A., D. Ivanov, and M. Rozhkov. 2020b. “Does the Ripple Effect Influence the Bullwhip Effect? An Integrated Analysis of Structural and Operational Dynamics in the Supply Chain.” International Journal of Production Research 58 (5): 1285–1301.
  • Dolgui, A., D. Ivanov, and B. Sokolov. 2018. “Ripple Effect in the Supply Chain: An Analysis and Recent Literature.” International Journal of Production Research 56 (1-2): 414–430.
  • Dolgui, A., and J. M. Proth. 2010. Supply Chain Engineering: Useful Methods and Techniques. London: Springer.
  • Dong, M. C., Z. Liu, Y. Yu, and J.-H. Zheng. 2015. “Opportunism in Distribution Networks: The Role of Network Embeddedness and Dependence.” Production and Operations Management 24 (10): 1657–1670.
  • Dubey, R., N. Altay, A. Gunasekaran, C. Blome, T. Papadopoulos, and S. J. Childe. 2018. “Supply Chain Agility, Adaptability and Alignment: Empirical Evidence From the Indian Auto Components Industry.” International Journal of Operations & Production Management 38 (1): 129–148.
  • Dubey, R., A. Gunasekaran, and S. J. Childe. 2015. “The Design of a Responsive Sustainable Supply Chain Network Under Uncertainty.” The International Journal of Advanced Manufacturing Technology 80: 427–445.
  • Dubey, R., A. Gunasekaran, S. J. Childe, A. Papadopoulos, C. Blome, and Z. Luo. 2019a. “Antecedents of Resilient Supply Chains: an Empirical Study.” IEEE Transactions on Engineering Management 66 (1): 8–19.
  • Dubey, R., A. Gunasekaran, S. J. Childe, S. F. Wamba, D. Roubaud, and C. Foropon. 2019b. “Empirical Investigation of Data Analytics Capability and Organizational Flexibility as Complements to Supply Chain Resilience.” International Journal of Production Research, doi:10.1080/00207543.2019.1582820.
  • Eckstein, D., M. Goellner, C. Blome, and M. Henke. 2015. “The Performance Impact of Supply Chain Agility and Supply Chain Adaptability: The Moderating Effect of Product Complexity.” International Journal of Production Research 53 (10): 3028–3046.
  • Fadaki, M., S. Rahman, and C. Chan. 2020. Leagile Supply Chain: Design Drivers and Business Performance Implications. International Journal of Production Research. doi:10.1080/00207543.2019.1693660.
  • Fahimnia, B., and A. Jabarzadeh. 2016. “Marrying Supply Chain Sustainability and Resilience: A Match Made in Heaven.” Transportation Research-Part E 91: 306–324.
  • Fahimnia, B., A. Jabarzadeh, and J. Sarkis. 2018. “Greening Versus Resilience: A Supply Chain Design Perspective.” Transportation Research- Part E 119: 129–148.
  • Fahimnia, B., M. Pournader, E. Siemsen, E. Bendoly, and C. Wang. 2019. “Behavioral Operations and Supply Chain Management – A Review and Literature Mapping.” Decision Sciences 50 (6): 1127–1183.
  • Fahimnia, B., J. Sarkis, and A. Eshragh. 2014. “A Tradeoff Model for Green Supply Chain Planning: A Leanness-Versus-Greenness Analysis.” OMEGA 54: 173–190.
  • Faisal, M. N. 2010. “Sustainable SCs: a Study of Interaction among the Enablers.” Business Process Management Journal 16 (3): 508–529.
  • Fiksel, J. 2003. “Designing Resilient, Sustainable Systems.” Environmental Science and Technology 37 (23): 5330–5339.
  • Firoozi, M., M. Z. Babai, W. Klibi, and Y. Ducq. 2020. “Distribution Planning for Multi-Echelon Networks Considering Multiple Sourcing and Lateral Transshipments.” International Journal of Production Research 58 (7): 1968–1986.
  • Fraccascia, L., I. Giannoccaro, and V. Albino. 2017. “Rethinking Resilience in Industrial Symbiosis: Conceptualization and Measurements.” Ecological Economics 137: 148–162.
  • Fragapane, G., D. Ivanov, M. Peron, F. Sgarbossa, and J. O. Strandhagen. 2020. “Increasing Flexibility and Productivity in I4.0 Production Networks with Autonomous Mobile Robots and Smart Intralogistics.” Annals of Operations Research, doi:10.1007/s10479-020-03526-7.
  • Frank, A. G., L. S. Dalenogare, and N. F. Ayala. 2019. “Industry 4.0 Technologies: Implementation Patterns in Manufacturing Companies.” International Journal of Production Economics 210: 15–26.
  • Gao, J., B. Barzel, and A. L. Barabási. 2016. “Universal Resilience Patterns in Complex Networks.” Nature 530: 307–312.
  • Gao, L., N. Yang, R. Zhang, and T. Luo. 2017. “Dynamic Supply Risk Management with Signal-Based Forecast, Multi-Sourcing, and Discretionary Selling.” Production and Operations Management 26 (7): 1399–1415.
  • Garvey, M. D., S. Carnovale, and S. Yeniyurt. 2015. “An Analytical Framework for Supply Network Risk Propagation: A Bayesian Network Approach.” European Journal of Operational Research 243 (2): 618–627.
  • Gaur, J., M. Amini, and A. K. Rao. 2019. “The Impact of Supply Chain Disruption on the Closed-Loop Supply Chain Configuration Profit: a Study of Sourcing Policies.” International Journal of Production Research, doi:10.1080/00207543.2019.1657244.
  • Ghadge, A., M. Weiß, N. D. Caldwell, and R. Wilding. 2019. “Managing Cyber Risk in Supply Chains: a Review and Research Agenda.” Supply Chain Management: An International Journal 25 (2): 223–240.
  • Giannakis, M., and T. Papadopoulos. 2016. “Supply Chain Sustainability: A Risk Management Approach.” International Journal of Production Economics 171 (4): 455–470.
  • Goldsby, T. J., S. E. Griffis, and A. S. Roath. 2006. “Modeling Lean, Agile, and Leagile Supply Chain Strategies.” Journal of Business Logistics 27 (1): 57–80.
  • Govindan, K., A. Jafarian, M. E. Azbari, and T.-M. Choi. 2016. “Optimal bi-Objective Redundancy Allocation for Systems Reliability and Risk Management.” IEEE Transactions on Cybernetics 46 (8): 1735–1748.
  • Gunasekaran, A., M. K. Tiwari, R. Dubey, and S. F. Wamba. 2016. “Big Data and Predictive Analytics Applications in Supply Chain Management.” Computers and Industrial Engineering 101: 525–527.
  • Gunasekaran, A., Y. Y. Yusuf, E. O. Adeleye, and T. Papadopoulos. 2018. “Agile Manufacturing Practices: the Role of big Data and Business Analytics with Multiple Case Studies.” International Journal of Production Research 56 (1-2): 385–397.
  • Gupta, V., and D. Ivanov. 2020. “Dual Sourcing Under Supply Disruption with Risk-Averse Suppliers in the Sharing Economy.” International Journal of Production Research 58 (1): 291–307.
  • Gupta, V., D. Ivanov, and T.-M. Choi. 2020. “Competitive Pricing of Substitute Products Under Supply Disruption.” Omega. doi:10.1016/j.omega.2020.102279.
  • Hasegan, M. F., S. S. Nudurupati, and S. J. Childe. 2018. “Predicting Performance – a Dynamic Capability View.” International Journal of Operations & Production Management 38 (11): 2192–2213.
  • He, J., F. Alavifard, D. Ivanov, and H. Jahani. 2018. “A Real-Option Approach to Mitigate Disruption Risk in the Supply Chain.” Omega: The International Journal of Management Science 88: 133–149.
  • Ho, W., T. Zheng, H. Yildiz, and S. Talluri. 2015. “Supply Chain Risk Management: a Literature Review.” International Journal of Production Research 53 (16): 5031–5069.
  • Hosseini, S., and D. Ivanov. 2019. “Resilience Assessment of Supply Networks with Disruption Propagation Considerations: A Bayesian Network Approach.” Annals of Operations Research. doi:10.1007/s10479-019-03350-8.
  • Hosseini, S., D. Ivanov, and A. Dolgui. 2019a. “Review of Quantitative Methods for Supply Chain Resilience Analysis.” Transportation Research: Part E 125: 285–307.
  • Hosseini, S., N. Morshedlou, D. Ivanov, M. D. Sarder, K. Barker, and A. Al Khaled. 2019b. “Resilient Supplier Selection and Optimal Order Allocation Under Disruption Risks.” International Journal of Production Economics 213: 124–137.
  • Hu, X., H. Gurnani, and L. Wang. 2013. “Managing Risk of Supply Disruptions: Incentives for Capacity Restoration.” Production and Operations Management 22 (1): 137–150.
  • IBM. 2017. Accessed November 20, 2017. https://www-03.ibm.com/press/us/en/pressrelease/50816.wss.
  • Ivanov, D. 2017b. “Simulation-based Single vs Dual Sourcing Analysis in the Supply Chain with Consideration of Capacity Disruptions, Big Data and Demand Patterns.” International Journal of Integrated Supply Management 11 (1): 24–43.
  • Ivanov, D. 2018a. “Revealing Interfaces of Supply Chain Resilience and Sustainability: a Simulation Study.” International Journal of Production Research 56 (10): 3507–3523.
  • Ivanov, D. 2018b. Structural Dynamics and Resilience in Supply Chain Risk Management. New York: Springer.
  • Ivanov, D. 2019a. “Disruption Tails and Revival Policies: A Simulation Analysis of Supply Chain Design and Production-Ordering Systems in the Recovery and Post-Disruption Periods.” Computers and Industrial Engineering 127: 558–570.
  • Ivanov, D. 2019b. ““A Blessing in Disguise” or “as if it Wasn’t Hard Enough Already”: Reciprocal and Aggravate Vulnerabilities in the Supply Chain.” International Journal of Production Research. doi:10.1080/00207543.2019.1634850.
  • Ivanov, D. 2020a. “Viable Supply Chain Model: Integrating Agility, Resilience and Sustainability Perspectives – Lessons From and Thinking Beyond the COVID-19 Pandemic.” Annals of Operations Research. doi: 10.1007/s10479-020-03640-6
  • Ivanov, D. 2020b. “Predicting the Impact of Epidemic Outbreaks on the Global Supply Chains: A Simulation-Based Analysis on the Example of Coronavirus (COVID-19 / SARS-CoV-2) Case.” Transportation Research – Part E 136: 101922. doi:10.1016/j.tre.2020.101922.
  • Ivanov, D., and A. Arkhipov. 2011. “Analysis of Structure Adaptation Potential in Designing Supply Chains in an Agile Supply Chain Environment.” International Journal of Integrated Supply Management 6 (2): 165–180.
  • Ivanov, D., A. Arkhipov, and B. Sokolov. 2004. Intelligent Supply Chain Planning in Virtual Enterprises. In: Virtual Enterprises and Collaborative Networks, Proceedings of the IFIP Conference on virtual enterprises PRO-VE 2004, edited by L. Camarihna-Matos, Kluwer Academic Publishers, 2004, pp. 215-223.
  • Ivanov, D., A. Das, and T.-M. Choi. 2018a. “New Flexibility Drivers in Manufacturing, Service, and Supply Chain Systems.” International Journal of Production Research 56 (10): 3359–3368.
  • Ivanov, D., and A. Dolgui. 2019. “Low-Certainty-Need (LCN) Supply Chains: A new Perspective in Managing Disruption Risks and Resilience.” International Journal of Production Research 57 (15-16): 5119–5136.
  • Ivanov, D., and A. Dolgui. 2020a. “A Digital Supply Chain Twin for Managing the Disruption Risks and Resilience in the era of Industry 4.0.” Production Planning and Control, doi:10.1080/09537287.2020.1768450.
  • Ivanov, D., and A. Dolgui. 2020b. “Viability of Intertwined Supply Networks: Extending the Supply Chain Resilience Angles Towards Survivability. A Position Paper Motivated by COVID-19 Outbreak.” International Journal of Production Research 58 (10): 2904–2915.
  • Ivanov, D., A. Dolgui, A. Das, B. Sokolov, et al. 2019c. “Digital Supply Chain Twins: Managing the Ripple Effect, Resilience and Disruption Risks by Data-Driven Optimization, Simulation, and Visibility.” In Handbook of Ripple Effects in the Supply Chain, edited by D. Ivanov et al., 309–332. New York: Springer.
  • Ivanov, D., A. Dolgui, and B. Sokolov. 2018b. “Scheduling of Recovery Actions in the Supply Chain with Resilience Analysis Considerations.” International Journal of Production Research 56 (19): 6473–6490.
  • Ivanov, D., A. Dolgui, and B. Sokolov, eds. 2019a. Handbook of Ripple Effects in the Supply Chain. New York: Springer. ISBN 978-3-030-14301-5.
  • Ivanov, D., A. Dolgui, and B. Sokolov. 2019d. “The Impact of Digital Technology and Industry 4.0 on the Ripple Effect and Supply Chain Risk Analytics.” International Journal of Production Research 57 (3): 829–846.
  • Ivanov, D., A. Dolgui, B. Sokolov, and M. Ivanova. 2017b. “Literature Review on Disruption Recovery in the Supply Chain.” International Journal of Production Research 55 (20): 6158–6174.
  • Ivanov, D., A. Dolgui, B. Sokolov, F. Werner, and M. Ivanova. 2016. “A Dynamic Model and an Algorithm for Short-Term Supply Chain Scheduling in the Smart Factory Industry 4.0.” International Journal of Production Research 54 (2): 386–402.
  • Ivanov, D., J. Kaeschel, and B. Sokolov. 2009. “Structure Dynamics Control-Based Framework for Adaptive Reconfiguration of Collaborative Enterprise Networks.” International Journal of Manufacturing Technology and Management 17 (1-2): 23–41.
  • Ivanov, D., J. Käschel, A. Arkhipov, B. Sokolov, and L. Zschorn. 2005. Quantitative Models of Collaborative Networks, In: Collaborative Networks and Their Breeding Environments, Proceedings of the IFIP Conference on virtual enterprises PRO-VE 2005, edited by L. Camarihna-Matos, Afsarmanesh, A. Ortiz, Springer, 2005, pp. 387-394.
  • Ivanov, D., A. Pavlov, D. Pavlov, and B. Sokolov. 2017a. “Minimization of Disruption-Related Return Flows in the Supply Chain.” International Journal of Production Economics 183: 503–513.
  • Ivanov, D., A. Pavlov, and B. Sokolov. 2016. “Exact and Heuristic Methods for Integrated Supply Chain Structure Reliability Analysis.” International Journal of Integrated Supply Management 10 (2): 206–224.
  • Ivanov, D., and M. Rozhkov. 2017. “Coordination of Production and Ordering Policies Under Capacity Disruption and Product Write-off Risk: An Analytical Study with Real-Data Based Simulations of a Fast Moving Consumer Goods Company.” Annals of Operations Research. doi:10.1007/s10479-017-2643-8.
  • Ivanov, D., and B. Sokolov. 2012. “The Inter-Disciplinary Modelling of Supply Chains in the Context of Collaborative Multi-Structural Cyber-Physical Networks.” Journal of Manufacturing Technology Management 23 (8): 976–997.
  • Ivanov, D., and B. Sokolov. 2019. “Simultaneous Structural-Operational Control of Supply Chain Dynamics and Resilience.” Annals of Operatios Research 283 (1): 1191–1210.
  • Ivanov, D., B. Sokolov, W. Chen, S. Potryasaev, A. Dolgui, and F. Werner. 2020. “A Control Approach to Scheduling Flexibly Configurable Jobs with Dynamic Structural-Logical Constraints.” IISE Transactions, doi:10.1080/24725854.2020.1739787.
  • Ivanov, D., B. Sokolov, and E. A. Dilou Raguinia. 2014c. “Integrated Dynamic Scheduling of Material Flows and Distributed Information Services in Collaborative Cyber-Physical Supply Networks.” International Journal of Systems Science: Operations & Logistics 1 (1): 18–26.
  • Ivanov, D., B. Sokolov, and A. Dolgui. 2014a. “The Ripple Effect in Supply Chains: Trade-off ‘Efficiency-Flexibility-Resilience’ in Disruption Management.” International Journal of Production Research 52 (7): 2154–2172.
  • Ivanov, D., B. Sokolov, and J. Kaeschel. 2010. “A Multi-Structural Framework for Adaptive Supply Chain Planning and Operations with Structure Dynamics Considerations.” European Journal of Operational Research 200: 409–420.
  • Ivanov, D., B. Sokolov, and A. Pavlov. 2014b. “Optimal Distribution (re)Planning in a Centralized Multi-Stage Network Under Conditions of Ripple Effect and Structure Dynamics.” European Journal of Operational Research 237 (2): 758–770.
  • Ivanov, D., A. Tsipoulanidis, and J. Schönberger. 2019b. Global Supply Chain and Operations Management. 2nd ed. Cham: Springer.
  • Jabarzadeh, A., B. Fahimnia, and F. Sabouhi. 2018. “Resilient and Sustainable Supply Chain Design: Sustainability Analysis Under Disruption Risks.” International Journal of Production Research 56 (17): 5945–5968.
  • Jabbour, ABL de Sousa, C. J. C. Jabbour, M. G. Filho, and D. Roubaud. 2018. “Industry 4.0 and the Circular Economy: a Proposed Research Agenda and Original Roadmap for Sustainable Operations.” Annals of Operations Research 270 (1-2): 273–286.
  • Kim, Y., Y. Chen, and K. Linderman. 2015. “Supply Network Distribution and Resilience: a Network Structural Perspective.” Journal of Operations Management 33: 43–59.
  • Kinra, A., D. Ivanov, A. Das, and A. Dolgui. 2020. “Ripple Effect Quantification by Supplier Risk Exposure Assessment.” International Journal of Production Research. doi:10.1080/00207543.2019.1675919.
  • Kleindorfer, P. R., and G. H. Saad. 2005. “Managing Disruption Risks in Supply Chains.” Production and Operations Management 14 (1): 53–68.
  • Koren, Y., U. Heisel, F. Jovane, T. Moriwaki, G. Pritschow, G. Ulsoy, and H. Van Brussel. 1999. “Reconfigurable Manufacturing Systems.” CIRP Annals 48 (2): 527–540.
  • Kull, T. J., and S. Talluri. 2008. “A Supply Risk Reduction Model Using Integrated Multi-Criteria Decision Making.” IEEE Transactions on Engineering Management 55 (3): 409–419.
  • Kumar, G., N. Subramanian, and R. M. Arputham. 2018. “Missing Link Between Sustainability Collaborative Strategy and Supply Chain Performance: Role of Dynamic Capability.” International Journal of Production Economics 203: 96–109.
  • Kusiak, A. 2018. “Smart Manufacturing.” International Journal of Production Research 56 (1-2): 508–517.
  • Lawson, B., and D. Samson. 2001. “Developing Innovation Capability in Organisations: A Dynamic Capabilities Approach.” International Journal of Innovation Management 5 (3): 377–400.
  • Lee, H. L. 2002. “Aligning Supply Chain Strategies with Product Uncertainties.” California Management Review 44 (3): 105–119.
  • Lee, H. L. 2004. “The Tripple-A Supply Chain.” Harvard Business Review 82 (10): 102–112.
  • Levalle, R. R., and S. Y. Nof. 2017. “Resilience in Supply Networks: Definition, Dimensions, and Levels.” Annual Reviews in Control 43: 224–236.
  • Levner, E., and A. Ptuskin. 2018. “Entropy-based Model for the Ripple Effect: Managing Environmental Risks in Supply Chains.” International Journal of Production Research 56 (7): 2539–2551.
  • Li, J., G. Jia, Y. Cheng, and Y. Hu. 2017. “Additive Manufacturing Technology in Spare Parts Supply Chain: a Comparative Study.” International Journal of Production Research 55 (5): 1498–1515.
  • Li, Y., C. W. Zobel, O. Seref, and D. C. Chatfield. 2019. “Network Characteristics and Supply Chain Resilience Under Conditions of Risk Propagation.” International Journal of Production Economics. doi:10.1016/j.ijpe.2019.107529.
  • Liao, Y., Y. Deschamps, E. de Freitas, R. Loures, and L. F. P. Ramos. 2017. “Past, Present and Future of Industry 4.0 - a Systematic Literature Review and Research Agenda Proposal.” International Journal of Production Research 55 (12): 3609–3629.
  • Linkov, I., and A. Kott. 2019. “Fundamental Concepts of Cyber Resilience: Introduction and Overview.” In Cyber Resilience of Systems and Networks, edited by A. Kott, and I. Linkov, 1–25. Cham: Springer.
  • Lu, M., S. Huang, and Z. J. M. Shen. 2011. “Product Substitution and Dual Sourcing Under Random Supply Failures.” Transportation Research Part B 45: 1251–1265.
  • Luthra, S., A. Kumar, E. K. Zavadskas, S. K. Mangla, and J. A. Garza-Reyes. 2020. “Industry 4.0 as an Enabler of Sustainability Diffusion in Supply Chain: an Analysis of Influential Strength of Drivers in an Emerging Economy.” International Journal of Production Research 58 (5): 1505–1521.
  • Lücker, F., and R. W. Seifert. 2017. “Building up Resilience in a Pharmaceutical Supply Chain Through Inventory, Dual Sourcing and Agility Capacity.” Omega 73: 114–124.
  • Lücker, F., R. W. Seifert, and I. Biçer. 2019. “Roles of Inventory and Reserve Capacity in Mitigating Supply Chain Disruption Risk.” International Journal of Production Research 57 (4): 1238–1249.
  • Macdonald, J. R., C. W. Zobel, S. A. Melnyk, and S. E. Griffis. 2018. “Supply Chain Risk and Resilience: Theory Building Through Structured Experiments and Simulation.” International Journal of Production Research 56 (12): 4337–4355.
  • Malladi, S. S., A. L. Erera, and C. C. White. 2020. “A Dynamic Mobile Production Capacity and Inventory Control Problem.” IISE Transactions. doi:10.1080/24725854.2019.1693709.
  • Manupati, V. K., T. Schoenherr, M. Ramkumar, S. M. Wagner, S. K. Pabba, and R. I. R. Singh. 2020. “A Blockchain-Based Approach for a Multi-Echelon Sustainable Supply Chain.” International Journal of Production Research 58 (7): 2222–2241.
  • Mehrabi, M. G., A. G. Ulsoy, Y. Koren, and P. Heytler. 2002. “Trends and Perspectives in Flexible and Reconfigurable Manufacturing Systems.” J. Intell. Manuf 13: 135–146.
  • Melnyk, S. A., D. J. Closs, S. E. Griffis, C. W. Zobel, and J. R. Macdonald. 2014. “Understanding Supply Chain Resilience.” Supply Chain Management Review 18 (1): 34–41.
  • Mishra, D., Y. Dwivedi, N. Rana, and E. Hassini. 2019. “Evolution of Supply Chain Ripple Effect: a Bibliometric and Meta-Analytic View of the Constructs.” International Journal of Production Research. doi:10.1080/00207543.2019.1668073.
  • Mizgier, K. J., J. M. Pasia, and S. Talluri. 2017. “Multiobjective Capital Allocation for Supplier Development Under Risk.” International Journal of Production Research 55 (18): 5243–5258.
  • Moghaddam, M., and S. Y. Nof. 2018. “Collaborative Service-Component Integration in Cloud Manufacturing.” International Journal of Production Research 56 (1-2): 677–691.
  • Mourtzis, D., and E. Vlachou. 2019. “A Cloud-Based Cyber-Physical System for Adaptive Shop-Floor Scheduling and Condition-Based Maintenance.” Journal of Manufacturing Systems 47: 179–198.
  • Nair, A., and F. Reed-Tsochas. 2019. “Revisiting the Complex Adaptive Systems Paradigm: Leading per-Spectives for Researching Operations and Supply Chain Management Issues.” J Oper Man 65 (2): 80–92.
  • Nair, A., and J. M. Vidal. 2011. “Supply Network Topology and Robustness Against Disruptions: An Investigation Using Multiagent Model.” International Journal of Production Research 49 (5): 1391–1404.
  • Naylor, J. B., M. M. Naim, and D. Berry. 1999. “Leagility: Integrating the Lean and Agile Manufacturing Paradigms in the Total Supply Chain.” International Journal of Production Economics 62 (1): 107–118.
  • Nguyen, W. P. V., and S. Y. Nof. 2017. Collaborative Response to Disruption Propagation (CRDP) in Cyber-Physical Systems and Complex Networks.” Decision Support Systems 117: 1–13.
  • Nyaka, C. D., and K. Mpofu. 2013. Reconfigurable Supply Chain Management: A Key to Enhance Competitiveness of the South African Press Tool industry. Proceedings of the 6th Robotics and Mechatronics Conference, RobMech 2013, pp. 6-13.
  • Ojha, R., A. Ghadge, M. K. Tiwari, and U. S. Bititci. 2018. “Bayesian Network Modelling for Supply Chain Risk Propagation.” International Journal of Production Research 56 (17): 5795–5819.
  • Olhager, J. 2003. “Strategic Positioning of the Order Penetration Point.” International Journal of Production Economics 85 (3): 319–329.
  • Panetto, H., B. Iung, D. Ivanov, G. Weichhart, and X. Wang. 2019. “Challenges for the Cyber-Physical Manufacturing Enterprises of the Future.” Annual Reviews in Control 47: 200–213.
  • Papadopoulos, T., A. Gunasekaran, R. Dubey, N. Altay, S. J. Childe, and S. F. Wamba. 2017. “The Role of Big Data in Explaining Disaster Resilience in Supply Chains for Sustainability.” Journal of Cleaner Production 142 (2): 1108–1118.
  • Park, H., M. A. Bellamy, and R. C. Basole. 2018. “Visual Analytics for Supply Network Management: System Design and Evaluation.” Decision Support Systems 91: 89–102.
  • Pattanaik, L. N., P. Agarwal, S. Ranjan, and U. Narayan. 2020. “Bi-objective Optimization of a Reconfigurable Supply Chain Using a Self-Organizing Migration Algorithm.” Advances in Intelligent Systems and Computing 988: 39–53.
  • Paul, S., and S. Rahman. 2018. “A Quantitative and Simulation Model for Managing Sudden Supply Delay with Fuzzy Demand and Safety Stock.” International Journal of Production Research 56 (13): 4377–4395.
  • Paul, S. K., R. Sarker, and D. Essam. 2014. “Real Time Disruption Management for a two-Stage Batch Production–Inventory System with Reliability Considerations.” European Journal of Operational Research 237: 113–128.
  • Paul, S., R. Sarker, D. Essam, and P. T.-W. Lee. 2019. “Managing Sudden Disturbances in a Three-Tier Manufacturing Supply Chain: A Mathematical Modelling Approach.” Annals of Operations Research 280: 299–335.
  • Pavlov, A., D. Ivanov, A. Dolgui, and B. Sokolov. 2018. “Hybrid Fuzzy-Probabilistic Approach to Supply Chain Resilience Assessment.” IEEE Transactions on Engineering Management 65 (2): 303–315.
  • Pavlov, A., D. Ivanov, D. Pavlov, and A. Slinko. 2019a. “Optimization of Network Redundancy and Contingency Planning in Sustainable and Resilient Supply Chain Resource Management Under Conditions of Structural Dynamics.” Annals of Operations Research. doi:10.1007/s10479-019-03182-6.
  • Pavlov, A., D. Ivanov, F. Werner, A. Dolgui, and B. Sokolov. 2019b. “Integrated Detection of Disruption Scenarios, the Ripple Effect Dispersal and Recovery Paths in Supply Chains.” Annals of Operations Research. doi:10.1007/s10479-019-03454-1.
  • Pettit, T. J., K. L. Croxton, and J. Fiksel. 2019. “The Evolution of Resilience in Supply Chain Management: A Retrospective on Ensuring Supply Chain Resilience.” Journal of Business Logistics 40 (1): 56–65.
  • Queiroz, M. M., and S. F. Wamba. 2019. “Blockchain Adoption Challenges in Supply Chain: An Empirical Investigation of the Main Drivers in India and the USA.” International Journal of Information Management 46: 70–82.
  • Rajeev, A., R. K. Pati, S. S. Padhi, and K. Govindan. 2017. “Evolution of Sustainability in Supply Chain Management: A Literature Review.” Journal of Cleaner Production 162: 299–314.
  • Ramezankhani, M. J., S. Ali Torabi, and F. Vahidi. 2018. “Supply Chain Performance Measurement and Evaluation: A Mixed Sustainability and Resilience Approach.” Computers & Industrial Engineering 126: 531–548.
  • Sawhney, R. 2006. “Interplay Between Uncertainty and Flexibility Across the Value-Chain: Towards a Transformation Model of Manufacturing Flexibility.” Journal of Operations Management 24 (5): 476–493.
  • Sawik, T. 2011. “Selection of Supply Portfolio Under Disruption Risks.” Omega 39 (2): 194–208.
  • Sawik, T. 2013. “Integrated Selection of Suppliers and Scheduling of Customer Orders in the Presence of Supply Chain Disruption Risks.” International Journal of Production Research 51 (23–24): 7006–7022.
  • Sawik, T. 2016. “On the Risk-Averse Optimization of Service Level in a Supply Chain Under Disruption Risks.” International Journal of Production Research 54 (1): 98–113.
  • Sawik, T. 2017. “A Portfolio Approach to Supply Chain Disruption Management.” International Journal of Production Research 55 (7): 1970–1991.
  • Sawik, T. 2019. “Two-period vs. Multi-Period Model for Supply Chain Disruption Management.” International Journal of Production Research 57 (14): 4502–4518.
  • Scheibe, K. P., and J. Blackhurst. 2018. “Supply Chain Disruption Propagation: a Systemic Risk and Normal Accident Theory Perspective.” International Journal of Production Research 56 (1-2): 43–59.
  • Schlüter, F., E. Hetterscheid, and M. Henke. 2017. “A Simulation-Based Evaluation Approach for Digitalization Scenarios in Smart Supply Chain Risk Management.” Journal of Industrial Engineering and Management Science 1: 179–206.
  • Schmitt, T. G., S. Kumar, K. E. Stecke, F. W. Glover, and M. A. Ehlen. 2017. “Mitigating Disruptions in a Multi-Echelon Supply Chain Using Adaptive Ordering.” Omega 68: 185–198.
  • Seuring, S. 2013. “A Review of Modeling Approaches for Sustainable Supply Chain Management.” Decision Support Systems 54: 1513–1520.
  • Sheffi, Y., and J. B. Rice Jr. 2005. “A Supply Chain View of the Resilient Enterprise.” MIT Sloan Management Review 47 (1): 41–48.
  • Snoeck, A., M. Udenio, and J. C. Fransoo. 2019. “A Stochastic Program to Evaluate Disruption Mitigation Investments in the Supply Chain.” European Journal of Operational Research 274 (2): 516–530.
  • Snyder, L. V., Z. Atan, P. Peng, Y. Rong, A. J. Schmitt, and B. Sinsoysal. 2016. “OR/MS Models for Supply Chain Disruptions: A Review.” IIE Transactions 48 (2): 89–109.
  • Sodhi, M. S., and C. S. Tang. 2012. Managing Supply Chain Risk. New York, NY: Springer.
  • Sokolov B., Ivanov, and D. Dolgui A, eds. 2020. Scheduling in Industry 4.0 and Cloud Manufacturing. New York: Springer. ISBN 978-3-030-43176-1.
  • Song, J. M., W. Chen, and L. Lei. 2018. “Supply Chain Flexibility and Operations Optimisation Under Demand Uncertainty: a Case in Disaster Relief.” International Journal of Production Research 56 (10): 3699–3713.
  • Spiegler, V. L. M., and M. Naim. 2017. “Investigating Sustained Oscillations in Nonlinear Production and Inventory Control Models.” European Journal of Operational Research 261 (2): 572–583.
  • Spiegler, V., M. Naim, and J. Wikner. 2012. “A Control Engineering Approach to the Assessment of Supply Chain Resilience.” International Journal of Production Research 50: 6162–6187.
  • Spiegler, V. L. M., A. T. Potter, M. M. Naim, and D. R. Towill. 2016. “The Value of Nonlinear Control Theory in Investigating the Underlying Dynamics and Resilience of a Grocery Supply Chain.” International Journal of Production Research 54 (1): 265–286.
  • Tan, W. J., A. N. Zhang, and W. Cai. 2019. “A Graph-Based Model to Measure Structural Redundancy for Supply Chain Resilience.” International Journal of Production Research 57 (20): 6385–6404.
  • Tang, C. S. 2006. “Perspectives in Supply Chain Risk Management.” International Journal of Production Economics 103: 451–488.
  • Tang, L., K. Jing, J. He, and H. E. Stanley. 2016. “Complex Interdependent Supply Chain Networks: Cascading Failure and Robustness.” Physica A: Statistical Mechanics and its Applications 443: 58–69.
  • Tang, O., and S. N. Musa. 2011. “Identifying Risk Issues and Research Advancements in Supply Chain Risk Management.” International Journal of Production Economics 133: 25–34.
  • Tang, C. S., and L. P. Veelenturf. 2019. “The Strategic Role of Logistics in the Industry 4.0 era.” Transportation Research Part E: Logistics and Transportation Review 129: 1–11.
  • Tomlin, B. T. 2006. “On the Value of Mitigation and Contingency Strategies for Managing Supply Chain Disruption Risks.” Management Science 52 (5): 639–657.
  • Tukamuhabwa, B. R., M. Stevenson, J. Busby, and M. Zorzini. 2015. “Supply Chain Resilience: Definitions, Review and Theoretical Foundations for Future Study.” International Journal of Production Research 53 (18): 5592–5623.
  • UPS. 2018. Accessed February 11, 2018. https://www.youtube.com/watch?v=aYoNd2nQqLg.
  • Van Eck, N. J., and L. Waltman. 2009. “How to Normalize Cooccurrence Data? An Analysis of Some Well-Known Similarity Measures.” Journal of the American Society for Information Science and Technology 60 (8): 1635–1651.
  • Waller, M. A., and S. E. Fawcett. 2013. “Data Science, Predictive Analytics, and big Data: a Revolution That Will Transform Supply Chain Design and Management.” Journal of Business Logistics 34 (2): 77–84.
  • Wamba, S. F., S. Akter, A. Edwards, G. Chopin, and D. Gnanzou. 2015. ““How ‘big Data’ can Make big Impact: Findings From a Systematic Review and a Longitudinal Case Study”, International Journal of Production Economics.” Elsevier 165: 234–246.
  • Wamba, S. F., E. W. T. Ngai, F. Riggins, and S. Akter. 2017. “Transforming Operations and Production Management Using big Data and Business Analytics: Future Research Directions.” International Journal of Operations & Production Management 37 (1): 2–9.
  • Wang, J., R. R. Muddada, H. Wang, J. Ding, Y. Lin, C. Liu, and Wenjun Zhang. 2014. “Toward a Resilient Holistic Supply Chain NetworkSystem: Concept, Review and Future Direction.” IEEE Systems Journal 10 (2): 410–421.
  • Wang, F., Z. Qian, Z. Yan, C. Yuan, and W. Zhang. 2019. “A Novel Resilient Robot: Kinematic Analysis and Experimentation.” IEEE Access, 8, IEEE Systems Journal 10 (2): 410–421.
  • Yildiz, H., J. Yoon, S. Talluri, and W. Ho. 2016. “Reliable Supply Chain Network Design.” Decision Sciences 47 (4): 661–698.
  • Yin, Z., and C. Wang. 2018. “Strategic Cooperation with a Backup Supplier for the Mitigation of Supply Disruptions.” International Journal of Production Research 56 (12): 4300–4312.
  • Yoon, J., R. Narasimhan, and M. K. Kim. 2018b. “Retailer’s Sourcing Strategy Under Consumer Stockpiling in Anticipation of Supply Disruptions.” International Journal of Production Research 56 (10): 3615–3635.
  • Yoon, J., S. Talluri, H. Yildiz, and W. Ho. 2018a. “Models for Supplier Selection and Risk Mitigation: A Holistic Approach.” International Journal of Production Research 56 (10): 3636–3661.
  • Yoon, J., H. Yildiz, and S. Talluri. 2016. “Risk Management Strategies in Transportation Capacity Decisions: an Analytical Approach.” Journal of Business Logistics 37 (4): 364–381.
  • Zennaro, I., S. Finco, D. Battini, and A. Persona. 2019. “Big Size Highly Customised Product Manufacturing Systems: a Literature Review and Future Research Agenda.” International Journal of Production Research 57 (15-16): 5362–5385.
  • Zhang, W.-J., and Y. Lin. 2010. “On the Principle of Design of Resilient Systems – Application to Enterprise Information Systems.” Enterprise Information Systems 13 (4): 424–429.
  • Zhang, W. J., and J. W. Wang. 2016. “Design Theory and Methodology for Enterprise Systems.” Enterprise Information Systems 10 (3): 245–248.
  • Zhang, W.-J., J. W. Wang, and Y. Lin. 2019. “Integrated Design and Operation Management for Enterprise Systems.” Enterprise Information Systems 4 (2): 99–110.
  • Zhao, M., and N. K. Freeman. 2019. “Robust Sourcing From Suppliers Under Ambiguously Correlated Major Disruption Risks.” Production and Operations Management 28 (2): 441–456.
  • Zhao, K., A. Kumar, T. P. Harrison, and J. Yen. 2011. “Analyzing the Resilience of Complex Supply Network Topologies Against Random and Targeted Disruptions.” IEEE Systems Journal 5 (1): 28–39.
  • Zhao, F., D. Wu, L. Liang, and A. Dolgui. 2016. “Lateral Inventory Transshipment Problem in Online-to-Offline Supply Chain.” International Journal of Production Research 54 (7): 1951–1963.
  • Zhao, K., Z. Zuo, and J. V. Blackhurst. 2019. “Modelling Supply Chain Adaptation for Disruptions: An Empirically Grounded Complex Adaptive Systems Approach.” Journal of Operations Management 65 (2): 190–212.
  • Zhong, R. Y., C. Xu, C. Chen, and G. Q. Huang. 2017. “Big Data Analytics for Physical Internet-Based Intelligent Manufacturing Shop Floors.” International Journal of Production Research 55 (9): 2610–2621.

Reprints and Corporate Permissions

Please note: Selecting permissions does not provide access to the full text of the article, please see our help page How do I view content?

To request a reprint or corporate permissions for this article, please click on the relevant link below:

Academic Permissions

Please note: Selecting permissions does not provide access to the full text of the article, please see our help page How do I view content?

Obtain permissions instantly via Rightslink by clicking on the button below:

If you are unable to obtain permissions via Rightslink, please complete and submit this Permissions form. For more information, please visit our Permissions help page.