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Robust integrated multi-modal network design for green petroleum distribution under uncertainty
Mohammad Aghaei1, Mahdi Alinaghian2, Alireza Goli3
1Department of Industrial & Systems Engineering, Isfahan University of Technology, Isfahan, Iran.
Scientific Reports
|June 5, 2026
Summary
This research introduces a robust model for green petroleum logistics, integrating pipeline, rail, and road transport. Investments in rail and pipelines significantly cut costs and CO₂ emissions, ensuring reliable delivery.
Area of Science:
- Operations Research
- Supply Chain Management
- Environmental Engineering
Background:
- Global petroleum logistics face challenges with reliability and environmental impact.
- Existing models often lack integration of multiple transport modes and uncertainty handling.
- Economic and environmental sustainability are critical for modern supply chains.
Purpose of the Study:
- To develop a comprehensive, robust mathematical model for integrated green multi-modal petroleum logistics planning.
- To synchronize strategic facility development with operational flow allocation under uncertainty.
- To optimize network topology considering both economic and environmental factors.
Main Methods:
- Development of a multi-period mathematical model for network planning.
- Integration of pipeline, rail, and road transportation modes.
- Application of the Augmented Epsilon Constraint method for optimization.
- Validation through a real-world case study in central Iran.
Main Results:
- Targeted rail and pipeline investments reduced total transportation costs and CO₂ emissions by approximately 27.5%.
- The robust model demonstrated 100% feasibility across uncertainty scenarios, outperforming the nominal model (50% feasibility).
- Average cost decreased by 4.7%, average emissions by 30.4%, and uncertainty regret improved by up to 92%.
Conclusions:
- The developed model provides a resilient and effective approach for sustainable and cost-efficient petroleum logistics.
- Integrated planning considering multiple transport modes and uncertainty is crucial for optimizing logistics networks.
- The model supports strategic decisions on infrastructure investment and operational efficiency for greener supply chains.
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