系统工程学报2024,Vol.39Issue(6) :801-820.DOI:10.13383/j.cnki.jse.2024.06.001

考虑成对取送点的O2O订单配送路径优化

Delivery routing optimization problem for O2O orders with paired pick-up and delivery nodes

马艳芳 赵媛媛 周晓阳 杨屹夫
系统工程学报2024,Vol.39Issue(6) :801-820.DOI:10.13383/j.cnki.jse.2024.06.001

考虑成对取送点的O2O订单配送路径优化

Delivery routing optimization problem for O2O orders with paired pick-up and delivery nodes

马艳芳 1赵媛媛 1周晓阳 2杨屹夫3
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作者信息

  • 1. 河北工业大学经济管理学院,天津 300401
  • 2. 西安交通大学管理学院,陕西 西安 710049
  • 3. 南开大学现代物流研究中心,天津 300071
  • 折叠

摘要

针对O2O订单取送货点成对出现且先取货后送货的情况,同时考虑多车型、多行程、顾客时间窗等实际配送约束,以配送总成本最小化为目标构建O2O订单配送路径优化模型.为求解该模型,提出结合邻域搜索的模拟退火算法(ISA-NS),设计独特的编码方式满足订单优先级、成对和多车型约束,采用贪心策略构造初始解,并引入 3 种邻域搜索算子扩展算法的搜索范围.求解小规模与大规模基准案例,ISA-NS算法的解接近于现存最优解,这验证了该算法的有效性及收敛性.最后,以天津"货拉拉"平台的O2O订单为例优化配送路径,验证模型和算法的可行性.

Abstract

Considering that O2O orders consist of paired pickups which often occurs before delivering them,as well as constraints like multi-type vehicles,multi-trip and customer time windows,a delivery routing optimiza-tion model is constructed for O2O orders.Then,an improved simulated annealing algorithm with neighborhood search(ISA-NS)is proposed,where a unique encoding method,greedy strategy,and three NS operators are adopted.When solving small-size and large-size benchmarks,the solution of ISA-NS algorithm is close to the existing optimal solution,which verifies the effectiveness and convergence of the algorithm.Finally,the opti-mization results,taking the O2O orders of Tianjin"Huo lala"platform as an example,illustrate the applicability of the model and algorithm.This provides decision support for the O2O order delivery problem.

关键词

O2O订单/配送路径优化/模拟退火算法/邻域搜索算子

Key words

O2O order/delivery routing optimization/simulated annealing algorithm/neighborhood search operator

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出版年

2024
系统工程学报
中国系统工程学会

系统工程学报

CSTPCDCSCD北大核心
影响因子:1.192
ISSN:1000-5781
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