| 702 | 13 | 444 |
| 下载次数 | 被引频次 | 阅读次数 |
为解决共享快递盒配送与回收分离的模式所带来的成本高昂、快递员工作量大且分配不均的问题,本文构建了带时间窗的、配送量与回收量不确定的、同时配送与回收的多目标路径优化模型,并设计改进的蚁群算法进行算例求解。算例结果表明,同时配送与回收的总成本较分离模式下降45.9%,且在保证快递员合理工作量的前提下,尽量选择较大载重量的汽车与较小的单位惩罚成本,可以有效降低网络运行的总成本,验证了模型和算法的有效性和可行性。
Abstract:To solve the problem of the high cost, heavy workload, and uneven distribution of couriers caused by the separate delivery and pick-up modes of shared express boxes, a multi-objective route optimization model of simultaneous delivery and pick-up was constructed with a time window, uncertain delivery, and uncertain recycling. An improved ant colony algorithm was designed to solve the model. The results of a numerical example show that the total cost of simultaneous delivery and pick-up is 45.9% lower than that of the separate-modes model, and the total network operation cost can be effectively reduced by choosing a vehicle with a larger load and smaller unit penalty cost on the premise of a reasonable workload for couriers, which verifies the validity and feasibility of the model and algorithm.
[1]黎英,陈龙.论共享包装设计的可持续发展之路[J].湖南包装,2018,33(5):30-33
[2]李影.电商试水绿色物流“双11”收快递方式现新形式[J].中国林业产业,2017(12):99-101.
[3]MIN H.The multiple vehicle routing problem with simultaneous delivery and pick-up points[J].Transportation Research Part A General,1989,23(5):377-386.
[4]LIU R,XIE X L,AUGUSTO V,et at.Rodriguez.Heuristic algorithms for a vehicle routing problem with simultaneous delivery and pickup and time windows in home health care[J].European Journal of Operational Research,2013,230(3).
[5]陆志强,曾浚.飞机移动生产线物料配送与空箱回收集成建模[J].同济大学学报:自然科学版,2019,47(1):136-142.
[6]陈俊.汽车零部件双向物流路径优化模型及仿真研究[D].杭州:杭州电子科技大学,2017.
[7]孙青伟,张杨.带同时取送货的选址-多车型路径问题研究[J].交通运输工程与信息学报,2017,15 (2):100-104,118.
[8]赵燕伟,李文,张景玲,等.多车型同时取送货问题的低碳路径研究[J].浙江工业大学学报,2015,43 (1):18-23.
[9]SHIMIZU Y,SAKAGUCHI T,YOO J K.A hybrid method for solving multi-depot VRP with simultaneous pickup and delivery incorporated with Weber basis saving heuristic[J].Journal of Advanced Mechanical Design,Systems,and Manufacturing,2016,10(1):186-198.
[10]马艳芳,应斌,康凯,等.模糊需求下绿色同时取送货问题与算法研究[J/OL].计算机工程与应用:2020,56(16):248-257.
[11]张涛,田文馨,张玥杰,等.带车辆行程约束的VRPSPD问题的改进蚁群算法[J].系统工程理论与实践,2008(1):132-140,169.
[12]马艳芳,闫芳,康凯,等.不确定同时取送货车辆路径问题及粒子群算法研究[J].运筹与管理,2018,27(12):73-83.
[13]盛虎宜,刘长石,鲁若愚.基于共同配送策略的农村电商集送货一体化车辆路径问题[J].系统工程,2019,37(3):98-104.
[14]王超,刘超,穆东,等.基于离散布谷鸟算法求解带时间窗和同时取送货的车辆路径问题[J].计算机集成制造系统,2018,24(3):570-582.
[15]周蓉,沈维蕾.装卸一体化车辆路径问题的自适应并行遗传算法[J].中国机械工程,2018,29 (22):2740-2749.
[16]石建力,张锦.行驶时间和服务时间随机的集配货一体的分批配送车辆路径优化[J].控制与决策,2018,33(4):657-670.
[17]MU D,WANG C,ZHAO F,et al.Solving vehicle routing problem with simultaneous pickup and delivery using parallel simulated annealing algorithm[J].International Journal of shipping and Transport Logistics,2016,8 (1):81-106.
[18]侯玲娟,周泓.基于离散差分进化算法的随机车辆路径问题[J].工业工程,2014,17(3):101-107.
基本信息:
中图分类号:TP18;F259.2;F713.2
引用信息:
[1]牟能冶,贾程方,康秋萍,等.基于蚁群算法的共享快递盒配送回收网络优化研究[J],2021,19(01):33-42.
基金信息:
国家社会科学基金资助项目(17BGL085);; 成都市科技项目(2019-RK00-00105-ZF)
2020-04-30
2020
2020-08-28
2020
1