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An improved optimization algorithm for a multi-depot vehicle routing problem considering carbon emissions.
Xujin Pu1, Xulong Lu1, Guanghua Han2
1School of Business, Jiangnan University, Wuxi, 214122, China.
Reducing driving distance in same-city deliveries significantly cuts carbon emissions and logistics costs. This study optimizes the multi-depot vehicle routing problem (MDVRP) for environmental and economic benefits.
Area of Science:
- Operations Research
- Environmental Science
- Logistics Management
Background:
- The multi-depot vehicle routing problem (MDVRP) significantly impacts urban logistics costs and carbon emissions.
- Driving distance and vehicle loading are key factors influencing fuel consumption and environmental impact.
Purpose of the Study:
- To minimize logistics costs and driven distance in same-city deliveries by incorporating fuel and carbon emission costs.
- To develop a methodological guide for addressing MDVRPs with dual objectives of cost reduction and emission mitigation.
Main Methods:
- Formulation of a mixed integer programming model for the MDVRP.
- Design of an improved chemical reaction optimization algorithm with a greedy initial population strategy.
- Application of two-part and matrix coding approaches with four chemical reaction operators.
Main Results:
- Simulation experiments confirm that reducing driving distance leads to decreased carbon emissions.
- The proposed optimization algorithm effectively addresses the complexities of the MDVRP with cost and emission considerations.
Conclusions:
- Integrating fuel and carbon emission costs into MDVRP models is crucial for sustainable urban logistics.
- The developed optimization approach provides a practical framework for reducing environmental impact in delivery operations.
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