首页|期刊导航|计算机应用研究|考虑多运载约束的卡车-异构无人机多访问协同路径优化方法

考虑多运载约束的卡车-异构无人机多访问协同路径优化方法OA

Optimization method for multi-visit collaborative path planning of truck-heterogeneous drones considering multiple transportation constraints

中文摘要英文摘要

针对卡车-无人机协同配送中忽略三维体积装载、无人机异构性问题,提出多运载约束的多访问协同路径优化方法.以最小化配送完成时间为目标构建混合整数线性规划模型,综合考虑无人机载重、三维体积装载、动态续航及无人机异构性等约束.为高效求解该模型,提出一种基于时间负载平衡策略的多层级智能优化混合算法.该算法的时间负载平衡策略,增强了局部搜索能力,并通过引入强化学习的Q-learning自适应策略提升了全局搜索效率.实验结果表明:所提算法能够有效提高解的质量、收敛速度,最优解平均提升超过20%,且变异系数低于2.6%,在平衡多约束运载的多无人机任务协调和运输路径优化方面展现了较优性能.此外,在卡车-多无人机多访问协同配送中加入三维体积装载和无人机异构性约束,更符合实际低空物流配送场景.

This paper proposed a multi-visit collaborative routing optimization method with multiple transportation constraints to address the neglect of three-dimensional volume loading and drone heterogeneity in truck-drone collaborative delivery.It for-mulated a mixed-integer linear programming model to minimize total delivery completion time,incorporating constraints on drone payload capacity,three-dimensional volume loading,dynamic endurance,and drone heterogeneity.To solve the model efficiently,the study developed a multi-level hybrid intelligent optimization algorithm based on a time-load balancing strategy.The time-load balancing strategy enhanced local search capability,and the integration of an adaptive Q-learning reinforcement learning mechanism improved global search efficiency.Experimental results show that the proposed algorithm effectively im-proves solution quality and convergence speed.It achieves AN average improvement of over 20%in optimal solutions,with a coefficient of variation below 2.6%.The algorithm demonstrates superior performance in coordinating multi-drone tasks and optimizing transportation routes under multiple carrier constraints.Truck-multi-drone multi-visit collaborative delivery with three-dimensional volume loading and drone heterogeneity constraints better reflects real-world low-altitude logistics scenarios.

郭胜会;赵建付;梁学栋;张国辉;徐世琦

郑州航空工业管理学院管理工程学院,郑州 450046郑州航空工业管理学院管理工程学院,郑州 450046四川大学商学院,成都 610064郑州航空工业管理学院管理工程学院,郑州 450046郑州航空工业管理学院管理工程学院,郑州 450046

信息技术与安全科学

卡车-异构无人机协同多运载约束时间负载平衡策略智能优化混合算法路径优化

truck-heterogeneous drone collaborativemultiple transportation constrainttime load balancing strategyhybrid intelligent optimization algorithmpath optimization

《计算机应用研究》 2026 (8)

2308-2315,8

国家自然科学基金资助项目(52575603)河南省重点研发专项资助项目(231111221200)教育部人文社会科学规划基金资助项目(23YJAZH193)河南省科技攻关项目(242102221024)河南省自然科学基金资助项目(252300420985)

10.19734/j.issn.1001-3695.2025.11.0498

评论