亲爱的研友该休息了!由于当前在线用户较少,发布求助请尽量完整地填写文献信息,科研通机器人24小时在线,伴您度过漫漫科研夜!身体可是革命的本钱,早点休息,好梦!

Multi-objective optimization for delivering perishable products with mixed time windows

计算机科学 业务
作者
X.P. Wang,M. Wang,Junhu Ruan,Y. Li
出处
期刊:Advances in Production Engineering & Management [Production Engineering Institute (PEI), Faculty of Mechanical Engineering]
卷期号:13 (3): 321-332 被引量:22
标识
DOI:10.14743/apem2018.3.293
摘要

Perishable products generally have a short shelf life, and the freshness often depends on the postharvest time.The freshness of perishable products can ensure better customer satisfaction.Owing to the deterioration of perishable goods, the complexity of the corresponding vehicle routing problem (VRP) increases, because time delay will lead to serious costs.In this study, we are concerned with not only time-sensitive spoilage rates with mixed time windows, but also the delay costs in delivering perishable products.This study proposes a multi-objective VRP optimization model with mixed time windows and perishability (MO-VRPMTW-P) to minimize the distribution costs and maximize the freshness of perishable products.Then, in view of the fresh products orders space and time characteristics, we propose a heuristic algorithm (ST-VNSGA) composed of a variable neighbourhood search (VNS) method and a genetic algorithm (GA) considering the spatio-temporal (ST) distance to solve the complex multi-objective problem.The solution algorithms are evaluated through a series of experiments.We illustrate the performance and efficiency comparisons of ST-VNSGA with the method without spatio-temporal strategy algorithm and NSGA-II algorithm.It is demonstrated that the proposed ST-VNSGA algorithm can lead to a substantial decrease in the computation time and major improvements in solutions quality, thus revealing the efficiency of considering the spatio-temporal strategy with mixed time windows.

科研通智能强力驱动
Strongly Powered by AbleSci AI
更新
PDF的下载单位、IP信息已删除 (2025-6-4)

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
Hello应助杨杨采纳,获得10
刚刚
25秒前
29秒前
33秒前
杨杨完成签到,获得积分20
35秒前
犹豫绾绾完成签到 ,获得积分10
36秒前
香蕉觅云应助科研通管家采纳,获得10
37秒前
光能使者完成签到 ,获得积分10
38秒前
杨杨发布了新的文献求助10
38秒前
guozizi应助阿米尔盼盼采纳,获得100
39秒前
浮游应助阿米尔盼盼采纳,获得10
39秒前
烟花应助阿米尔盼盼采纳,获得10
39秒前
打打应助科研通管家采纳,获得30
2分钟前
领导范儿应助科研通管家采纳,获得10
2分钟前
4分钟前
科研通AI2S应助科研通管家采纳,获得10
4分钟前
4分钟前
研友_89Nm7L发布了新的文献求助10
4分钟前
4分钟前
wrl2023完成签到,获得积分10
4分钟前
研友_89Nm7L完成签到,获得积分10
4分钟前
4分钟前
6分钟前
发呆员发布了新的文献求助100
6分钟前
量子星尘发布了新的文献求助10
6分钟前
万能图书馆应助发呆员采纳,获得100
6分钟前
aa完成签到,获得积分20
7分钟前
kklkimo完成签到,获得积分10
7分钟前
aa发布了新的文献求助50
7分钟前
zouzou完成签到,获得积分20
8分钟前
8分钟前
脑洞疼应助科研通管家采纳,获得10
8分钟前
Akim应助科研通管家采纳,获得10
8分钟前
8分钟前
8分钟前
9分钟前
lics发布了新的文献求助10
9分钟前
chenlc971125完成签到 ,获得积分10
10分钟前
Owen应助科研通管家采纳,获得10
10分钟前
开朗若之完成签到 ,获得积分10
10分钟前
高分求助中
Encyclopedia of Immunobiology Second Edition 5000
Clinical Microbiology Procedures Handbook, Multi-Volume, 5th Edition 临床微生物学程序手册,多卷,第5版 2000
List of 1,091 Public Pension Profiles by Region 1621
Les Mantodea de Guyane: Insecta, Polyneoptera [The Mantids of French Guiana] | NHBS Field Guides & Natural History 1500
The Victim–Offender Overlap During the Global Pandemic: A Comparative Study Across Western and Non-Western Countries 1000
Lloyd's Register of Shipping's Approach to the Control of Incidents of Brittle Fracture in Ship Structures 1000
Brittle fracture in welded ships 1000
热门求助领域 (近24小时)
化学 材料科学 生物 医学 工程类 计算机科学 有机化学 物理 生物化学 纳米技术 复合材料 内科学 化学工程 人工智能 催化作用 遗传学 数学 基因 量子力学 物理化学
热门帖子
关注 科研通微信公众号,转发送积分 5584704
求助须知:如何正确求助?哪些是违规求助? 4668640
关于积分的说明 14771517
捐赠科研通 4613414
什么是DOI,文献DOI怎么找? 2530181
邀请新用户注册赠送积分活动 1499072
关于科研通互助平台的介绍 1467516