碳价值内生驱动的在途车辆动态匹配自适应搜索算法
An Endogenous Carbon Value-Driven Adaptive Search Algorithm for Dynamic Matching of En-Route Vehicles
丁书玉 1张志清1
作者信息
- 1. 武汉科技大学管理学院，武汉 430065
- 折叠
摘要
针对在途车辆动态匹配中经济利润与环境责任的冲突，构建经济与环境价值集成的匹配优化模型。模型引入市场碳交易机制量化环境影响，结合车辆实时状态核算动态剩余成本与剩余排放，确立边际总价值最大化的目标函数。为求解该多约束组合优化问题，设计自适应大邻域搜索算法（adaptive large neighborhood search, ALNS）。该算法构造高成本移除与服务水平协议（service level agreement, SLA）瓶颈移除算子，并引入代理评估三阶段修复策略突破计算瓶颈。仿真实验表明，在融合真实市场碳价的大规模混合分布场景下，系统总价值较基准策略提升20.74%；面对强约束动态场景，订单接受率由0提升至68.75%，达成经济利润增长20.8%与碳减排量增加13.8%的帕累托改进。
Abstract
A matching optimization model integrating economic and environmental values resolves the conflict between profit and environmental responsibility in en-route vehicle dynamic matching. The model quantifies environmental impacts via the market carbon trading mechanism and calculates dynamic residual costs and emissions based on real-time vehicle states to establish an objective function maximizing marginal total value. An adaptive large neighborhood search (ALNS) algorithm solves this multi-constraint combinatorial optimization problem. This algorithm constructs high-cost removal and service level agreement (SLA) bottleneck removal operators, introducing a proxy evaluation three-stage repair strategy to overcome computational bottlenecks. Simulation experiments verify that under large-scale mixed distribu-tion scenarios integrating real-world market carbon prices, the system total value increases by 20.74% compared with the baseline strategy. Under strong-constraint dynamic scenarios, the order acceptance rate rises from 0 to 68.7%, achieving a Pareto improvement with a 20.8% economic profit growth and a 13.8% carbon emission reduction incre-ment.关键词
物流工程/在途车辆匹配/碳价值内生/自适应大邻域搜索/服务水平协议/代理评估策略Key words
Logistics Engineering/En-route vehicle matching/Endogenous carbon value/Adaptive large neighborhood search/Service level agreement/Proxy evaluation strategy引用本文复制引用
丁书玉,张志清.碳价值内生驱动的在途车辆动态匹配自适应搜索算法[EB/OL].(2026-04-03)[2026-04-06].http://www.paper.edu.cn/releasepaper/content/202604-42.学科分类
交通运输经济/综合运输
评论