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Article

Stage-Specific Multi-Objective Five-Element Cycle Optimization Algorithm in Green Vehicle-Routing Problem with Symmetric Distance Matrix: Balancing Carbon Emissions and Customer Satisfaction

by
Yue Xiang
1,
Jingjing Guo
2,
Zhengyan Mao
3,
Chao Jiang
4 and
Mandan Liu
1,*
1
Key Laboratory of Smart Manufacturing in Energy Chemical Process, Ministry of Education, East China University of Science and Technology, Shanghai 200237, China
2
Department of Aerospace Science and Technology, Space Engineering University, Beijing 101416, China
3
Shanghai Key Laboratory of Computer Software Testing & Evaluating, Shanghai Development Center of Computer Software Technology, Shanghai 201112, China
4
Faculty of Information Technology, Beijing Key Laboratory of Computational Intelligence and Intelligent System, Engineering Research Center of Digital Community, Ministry of Education, Beijing Artificial Intelligence Institute and Beijing Laboratory for Intelligent Environmental Protection, Beijing University of Technology, Beijing 100124, China
*
Author to whom correspondence should be addressed.
Symmetry 2024, 16(10), 1305; https://doi.org/10.3390/sym16101305
Submission received: 6 September 2024 / Revised: 28 September 2024 / Accepted: 1 October 2024 / Published: 3 October 2024
(This article belongs to the Section Computer)

Abstract

This study presents a bi-objective optimization model for the Green Vehicle-Routing Problem in cold chain logistics, with a focus on symmetric distance matrices, aiming to minimize total costs, including carbon emissions, while maximizing customer satisfaction. To address this complex challenge, we developed a Stage-Specific Multi-Objective Five-Element Cycle Optimization algorithm (MOFECO-SS), which dynamically adjusts optimization strategies across different stages of the process, thereby enhancing overall efficiency. Extensive comparative analyses with existing algorithms demonstrate that MOFECO-SS consistently outperforms in solving the multi-objective optimization model, particularly in reducing total costs and carbon emissions while maintaining high levels of customer satisfaction. The symmetric nature of the distance matrix further aids in achieving balanced and optimized route planning. The results highlight that MOFECO-SS offers decision-makers flexible route planning options that balance cost efficiency with environmental sustainability, ultimately improving the effectiveness of cold chain logistics operations.
Keywords: vehicle routing problem; cold chain logistics; customer satisfaction; carbon emission; multi-objective five-element cycle optimization; exploration and exploitation vehicle routing problem; cold chain logistics; customer satisfaction; carbon emission; multi-objective five-element cycle optimization; exploration and exploitation

Share and Cite

MDPI and ACS Style

Xiang, Y.; Guo, J.; Mao, Z.; Jiang, C.; Liu, M. Stage-Specific Multi-Objective Five-Element Cycle Optimization Algorithm in Green Vehicle-Routing Problem with Symmetric Distance Matrix: Balancing Carbon Emissions and Customer Satisfaction. Symmetry 2024, 16, 1305. https://doi.org/10.3390/sym16101305

AMA Style

Xiang Y, Guo J, Mao Z, Jiang C, Liu M. Stage-Specific Multi-Objective Five-Element Cycle Optimization Algorithm in Green Vehicle-Routing Problem with Symmetric Distance Matrix: Balancing Carbon Emissions and Customer Satisfaction. Symmetry. 2024; 16(10):1305. https://doi.org/10.3390/sym16101305

Chicago/Turabian Style

Xiang, Yue, Jingjing Guo, Zhengyan Mao, Chao Jiang, and Mandan Liu. 2024. "Stage-Specific Multi-Objective Five-Element Cycle Optimization Algorithm in Green Vehicle-Routing Problem with Symmetric Distance Matrix: Balancing Carbon Emissions and Customer Satisfaction" Symmetry 16, no. 10: 1305. https://doi.org/10.3390/sym16101305

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