An Approximation Algorithm for k-Depot Split Delivery Vehicle Routing Problem

车辆路径问题 近似算法 启发式 常量(计算机编程) 数学优化 解算器 计算机科学 布线(电子设计自动化) 线性规划松弛 放松(心理学) 算法 数学 线性规划 社会心理学 程序设计语言 计算机网络 心理学
作者
Xiaofan Lai,Liang Xu,Zhou Xu,Yang Du
出处
期刊:Informs Journal on Computing 卷期号:35 (5): 1179-1194 被引量:1
标识
DOI:10.1287/ijoc.2021.0193
摘要

A multidepot capacitated vehicle routing problem aims to serve customers’ demands using a fleet of capacitated vehicles located in multiple depots, such that the total travel cost of the vehicles is minimized. We study a variant of this problem, the k-depot split delivery vehicle routing problem (or k-DSDVRP in short), for the situation where each customer’s demand can be served by more than one vehicle, and the total number of depots, denoted by [Formula: see text], is a fixed constant. This is a challenging problem with broad applications in the logistics industry, for which no constant ratio approximation algorithm is known. We develop a new approximation algorithm for the k-DSDVRP, ensuring an approximation ratio of [Formula: see text] and a polynomial running time for any fixed constant [Formula: see text]. To achieve this, we propose a novel solution framework based on a new relaxation of the problem, a cycle splitting procedure, and a vehicle assignment procedure. To further enhance its efficiency for practical usage, we adapt the newly developed approximation algorithm to a heuristic, which runs in polynomial time even when k is arbitrarily large. Experimental results show that this heuristic outperforms a commercial optimization solver and a standard vehicle routing heuristic. Moreover, our newly proposed solution framework can be applied to developing new constant ratio approximation algorithms for several other variants of the k-DSDVRP with [Formula: see text] being a fixed constant. History: Accepted by Erwin Pesch, Area Editor for Heuristic Search & Approximation Algorithms. Funding: This work was supported in part by the National Natural Science Foundation of China [Grants 71971177, 71725001, U1811462], Research Grants Council of Hong Kong SAR, China [Grant 15221619], and Guangdong Basic and Applied Basic Research Foundation [Grant 2023A1515030260]. Supplemental Material: The e-companion is available at https://doi.org/10.1287/ijoc.2021.0193 . The software that supports the findings of this study is available within the paper and its Supplemental Information ( https://pubsonline.informs.org/doi/suppl/10.1287/ijoc.2021.0193 ) as well as from the IJOC GitHub software repository ( https://github.com/INFORMSJoC/2021.0193 ). The complete IJOC Software and Data Repository is available at https://informsjoc.github.io/ .
最长约 10秒,即可获得该文献文件

科研通智能强力驱动
Strongly Powered by AbleSci AI
科研通是完全免费的文献互助平台,具备全网最快的应助速度,最高的求助完成率。 对每一个文献求助,科研通都将尽心尽力,给求助人一个满意的交代。
实时播报
Pangsj发布了新的文献求助10
刚刚
hhh发布了新的文献求助10
刚刚
好运藏在善良里完成签到,获得积分10
刚刚
情怀应助奋斗映寒采纳,获得10
刚刚
1秒前
CodeCraft应助牧海冬采纳,获得10
1秒前
zxcv23完成签到,获得积分10
1秒前
2秒前
小离发布了新的文献求助10
2秒前
yug完成签到,获得积分10
2秒前
坟里唱情歌完成签到 ,获得积分10
3秒前
kbj完成签到,获得积分10
3秒前
哈哈哈哈完成签到,获得积分10
3秒前
4秒前
4秒前
4秒前
科研雷锋发布了新的文献求助10
4秒前
gen完成签到,获得积分10
4秒前
简单的丑完成签到,获得积分10
5秒前
今后应助日天的马铃薯采纳,获得10
5秒前
5秒前
5秒前
我是老大应助Ll采纳,获得10
5秒前
Lance先生完成签到,获得积分10
5秒前
6秒前
ChangSZ完成签到,获得积分10
6秒前
日月山河永在完成签到,获得积分10
6秒前
甜蜜英姑完成签到,获得积分10
7秒前
7秒前
怕黑向秋完成签到,获得积分10
7秒前
7秒前
852应助waq采纳,获得10
8秒前
海鸥海鸥完成签到,获得积分10
8秒前
8秒前
笑点低蜜蜂完成签到,获得积分10
8秒前
nana完成签到,获得积分10
8秒前
xiaoxiao完成签到,获得积分10
8秒前
顺心迎南发布了新的文献求助10
8秒前
9秒前
9秒前
高分求助中
Continuum Thermodynamics and Material Modelling 3000
Production Logging: Theoretical and Interpretive Elements 2700
Social media impact on athlete mental health: #RealityCheck 1020
Ensartinib (Ensacove) for Non-Small Cell Lung Cancer 1000
Unseen Mendieta: The Unpublished Works of Ana Mendieta 1000
Bacterial collagenases and their clinical applications 800
El viaje de una vida: Memorias de María Lecea 800
热门求助领域 (近24小时)
化学 材料科学 生物 医学 工程类 有机化学 生物化学 物理 纳米技术 计算机科学 内科学 化学工程 复合材料 基因 遗传学 物理化学 催化作用 量子力学 光电子学 冶金
热门帖子
关注 科研通微信公众号,转发送积分 3527304
求助须知:如何正确求助?哪些是违规求助? 3107454
关于积分的说明 9285518
捐赠科研通 2805269
什么是DOI,文献DOI怎么找? 1539827
邀请新用户注册赠送积分活动 716708
科研通“疑难数据库(出版商)”最低求助积分说明 709672