Presenting a Dairy Supply Chain Risk Management Model Based on Blockchain Technology Using the Simulated Annealing Metaheuristic Algorithm

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Keywords:

 Supply chain risk management, dairy industries, blockchain, simulated refrigeration algorithm, multi, objective optimization, Guilan

Abstract

Objective: The objective of this study was to design and validate a blockchain-based dairy supply chain risk management model using the simulated annealing algorithm for simultaneous optimization of cost and risk.

Methodology: This applied study employed a descriptive–analytical simulation approach. The research population consisted of dairy supply chain actors organized within a three-tier structure including suppliers, processing plants, and market demand nodes. Operational data such as production capacity, procurement and transportation costs, market demand, and risk indicators were collected from industry records. The proposed model incorporated binary and quantitative decision variables, stochastic demand modeled through Poisson distribution, and parametric disruption risks. A multi-objective optimization framework was solved using the simulated annealing metaheuristic, and algorithm performance was evaluated through convergence behavior and sensitivity analysis.

Findings: The results demonstrated that simulated annealing successfully minimized total supply chain cost and risk simultaneously while achieving stable convergence toward optimal solutions. Sensitivity analysis confirmed robustness of the model under variations in risk weighting, demand fluctuations, and cooling parameters. The optimal solution adopted a multi-supplier allocation strategy that improved operational flexibility and balanced risk exposure across the supply chain network.

Conclusion: Integrating blockchain technology with simulated annealing provides an effective framework for dairy supply chain risk management, enhancing transparency, resilience, and strategic decision-making in multi-tier supply systems.

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References

Abedini, M., Mohammad Ali Pour, N., Shah Mansouri, A., & Rabiei, M. (2024). Feasible Scenarios for a Sustainable Supply Chain in the Dairy Industry with a Foresight Approach. Value Creation in Business Management Journal, 2, 201-222. https://www.jvcbm.ir/article_190231.html

Agnola،, T., Ambrosini،, L., Beretta،, E., & Gremlich،, G. (2025). Empowering Global Supply Chains Through Blockchain-Based Platforms: New Evidence from the Coffee Industry. Fintech, 4(1), 3. https://doi.org/10.3390/fintech4010003

Al Aziz, R., Arman, M. H., Karmaker, C. L., Morshed, S. M., Bari, A. M., & Islam, A. R. M. T. (2025). Exploring the challenges to cope with ripple effects in the perishable food supply chain considering recent disruptions: Implications for urban supply chain resilience. Journal of Open Innovation: Technology, Market, and Complexity, 11(1), 100449. https://doi.org/10.1016/j.joitmc.2024.100449

Asghari Hamad, H., Eskandari, M., & Moudari, M. (2025). Identifying and Prioritizing Risk Factors in Supply Chain Logistics for Crisis Management Using a Fuzzy Integrated Approach. Disaster Prevention and Management, 15(1), 7-7. https://doi.org/10.32598/DMKP.15.1.894.1

Ayin, S., & Noori, T. (2024). Presenting a Conceptual Model and Factors Affecting the Implementation of Blockchain-Based Supply Chain Financing in the Iranian Economy. Quarterly Journal of Monetary and Banking Research, 17(62), 565-595. https://doi.org/10.61186/jmbr.17.62.565

Baba Zadeh Rafiei, A., Sohrabi, T., Motamedi, M., & Darvish Motavalli, M. H. (2024). A Robust Model for Risk Management in the Blood Supply Chain During the COVID-19 Pandemic.

Baryannis،, G., Dani،, S., Validi،, S., & Antoniou،, G. (2019). Decision support systems and artificial intelligence in supply chain risk management. https://doi.org/10.1007/978-3-030-03813-7_4

Chen, Z., Sarkis, J., & Yildizbasi, A. (2025). Digital transformation for safer circular lithium-ion battery supply chains: a blockchain ecosystem-data perspective. International Journal of Production Research, 63(5), 1585-1606. https://doi.org/10.1080/00207543.2024.2381224

Jaboob, A. S., Awain, A. M. B., Ali, K. A. M., & Mohammed, A. M. (2024). Introduction to Operation and Supply Chain Management for Entrepreneurship. In (pp. 52-80). IGI Global Scientific Publishing. https://doi.org/10.4018/979-8-3693-1846-1.ch004

Jahaniyan, S., & Kiani, M. (2024). Improving Supply Chain Performance Using Blockchain-Based Smart Contracts: Discrete Event Simulation. Production and Operations Management Research, 15(4), 59-82. https://doi.org/10.22108/pom.2025.144572.1613

Kumar،, R., & Sahoo،, S. K. (2025). A Bibliometric Analysis of Agro-Based Industries: Trends and Challenges in Supply Chain Management. Decision Making Advances, 3(1), 200-215. https://doi.org/10.31181/dma31202568

Ma،, D., Li،, K., Qin،, H., & Hu،, J. (2024). Impacts of blockchain technology on food supply chains with potential food contamination. Electronic Commerce Research and Applications, 64, 101375. https://doi.org/10.1016/j.elerap.2024.101375

Marouti Sharif Abadi, A., Rajabi Pour Meybodi, A., Mohammadi, K., & Mohammadi, L. (2024). Supply Chain Management in the Information Age (Analysis of Research Trends in Information Flow in Supply Chains). Journal of Information Processing and Management, 39(4), 1477-1505. https://doi.org/10.22034/jipm.2024.2011739.1362

Massari،, G. F., Nacchiero،, R., & Giannoccaro،, I. (2025). Transformative supply chains: the enabling role of digital technologies. International Journal of Production Economics, 283, 109562. https://doi.org/10.1016/j.ijpe.2025.109562

Mazrouei Nasrabadi, I., & Mohammadi Pour, E. (2021). Providing a Risk Model for the Health Tourism Supply Chain: A Meta-Analysis Approach and Structural-Interpretive Modeling. Health Information Management, 18(4), 172-181. https://him.mui.ac.ir/article_11809.html

Munir،, M., Jajja،, M. S. S., Chatha،, K. A., & Farooq،, S. (2020). Supply chain risk management and operational performance: The enabling role of supply chain integration. International Journal of Production Economics, 227, 107667. https://doi.org/10.1016/j.ijpe.2020.107667

Ngo, V. M., Quang, H. T., Hoang, T. G., & Binh, A. D. T. (2024). Sustainability‐related supply chain risks and supply chain performances: The moderating effects of dynamic supply chain management practices. Business Strategy and the Environment, 33(2), 839-857. https://doi.org/10.1002/bse.3512

Oliveira،, U. R., de Almeida Muniz،, M., Anaia،, L. A., & Rocha،, H. M. (2022). Medication supply chain risk management for a brazilian home care provider: A business sustainability study. Cleaner Logistics and Supply Chain, 3, 100018. https://doi.org/10.1016/j.clscn.2021.100018

Raja, J., Ashish, A., Boianapalli, S., & Rashid, S. Z. (2025). Blockchain Technology in Supply Chain Management Enhancing Transparency and Efficiency.

Sadeghi Goughari, B., Eskandari Damaneh, H., Dehghan, M. H., & Rezaei, H. R. (2024). Examining Risk Management Areas, Modeling, and Optimization of Sustainable Agricultural Supply Chain. 3rd National Conference on Quality Management and Reliability Engineering,

Zaman،, A., Tlemsani،, I., Matthews،, R., & Mohamed Hashim،, M. A. (2025). Assessing the potential of blockchain technology for Islamic crypto assets. Competitiveness Review: An International Business Journal, 35(2), 229-250. https://doi.org/10.1108/CR-05-2023-0100

Zhang،, X., Zhang،, Y., Liu،, X., & Wang،, R. (2025). Blockchain-Based Intelligent Risk Management Decision Support System for Supply Chain Financing. International Journal of Intelligent Information Technologies (IJIIT), 21(1), 1-24. https://doi.org/10.4018/IJIIT.369153

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Khoshkar Kisomi, F. ., Enayati Shiraz, M. A., & Babajafari Esfandabad, R. . . . . (1405). Presenting a Dairy Supply Chain Risk Management Model Based on Blockchain Technology Using the Simulated Annealing Metaheuristic Algorithm. Dynamic Management and Business Analysis, 1-21. https://dmbaj.org/index.php/dmba/article/view/337

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