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考虑碳排放的混合轴辐式省域煤炭物流网络优化OACHSSCD

Optimization of a Hybrid Hub-and-Spoke Provincial Coal Logistics Network Considering Carbon Emissions

中文摘要英文摘要

针对省域煤炭物流网络复杂、运输效率低、经济成本及碳排放量高等问题,采用融合经济成本与碳排放协同优化的混合轴辐式网络优化方法,通过构建双目标非线性规划模型,系统整合枢纽建设成本、运输成本及中转作业碳排放因子等,设计改进 NSGA-II算法,引入动态交叉概率机制与爬山算法局部搜索策略,增强算法收敛速度与解集多样性.以山西省 11个地级市及 8个外省节点为实证对象,实证结果表明:当规模效应系数 a=0.55、枢纽数p=4时,混合轴辐式网络较传统直达式网络经济成本降低25.75%,碳排放减少58.75%.敏感性分析表明,规模效应系数与枢纽数量呈非线性耦合关系,a=0.55时枢纽数量最优为 4个,其经济-环境综合效益最佳.研究验证了混合轴辐式网络通过枢纽集约化运营可实现规模经济与减排协同优化,为省域煤炭物流低碳转型提供可量化的决策支持.

To address the issues of complexity,low efficiency,high costs,and excessive carbon emissions in provincial coal logistics networks,this study proposes a hybrid hub-and-spoke network optimization method considering economic and environmental objectives.We develop a bi-objective nonlinear programming model that systematically integrates hub construction costs,transportation costs,and carbon emission factors in transfer operations.An enhanced NSGA-II algorithm incorporating dynamic crossover probability and hill-climbing-based local search strategies is designed to improve convergence speed and solution diversity.A case study is conducted using the network of Shanxi Province with 11 cities and 8 external nodes.Results demonstrate that when scale effect coefficient a=0.55 with the number of hubs p=4,the hybrid hub-and-spoke network achieves 25.75%cost reduction and 58.75%carbon emission reduction compared with the traditional direct transportation.Sensitivity analysis reveals nonlinear coupling between scale effects and hub quantities.The optimal configuration is a=0.55 with 4 hubs for the maximal economic-environmental benefit.This study validates that hub-intensive operations in hybrid networks can achieve coordinated optimization of scale economies and emission reduction,providing quantitative decision support for the low-carbon transition of provincial coal logistics.

陈红梅;王荣杏;周丹

燕山大学 经济管理学院,河北 秦皇岛 066004||河北沿海地区临港产业发展协同创新中心,河北 秦皇岛 066004燕山大学 经济管理学院,河北 秦皇岛 066004燕山大学 经济管理学院,河北 秦皇岛 066004

管理科学

煤炭物流网络混合轴辐式碳排放遗传算法

coal logistics networkhybrid hub-and-spoke typecarbon emissiongenetic algorithm

《工业工程》 2026 (2)

100-109,10

河北省社会科学发展研究课题(20230202006)临港产业发展协同创新中心项目(lgzx292412)

10.3969/j.issn.1007-7375.240338

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