Real-time control of express pickup and delivery processes in a dynamic environment

计算机科学 过程(计算) 皮卡 控制(管理) 服务(商务) 缩小 适应(眼睛) 平面图(考古学) 禁忌搜索 运筹学 实时计算 工程类 经济 物理 光学 人工智能 经济 考古 程序设计语言 图像(数学) 操作系统 历史
作者
Francesco Ferrucci,Stefan Bock
出处
期刊:Transportation Research Part B-methodological [Elsevier BV]
卷期号:63: 1-14 被引量:48
标识
DOI:10.1016/j.trb.2014.02.001
摘要

In this paper we introduce the Dynamic Pickup and Delivery Problem with Real-Time Control (DPDPRC) in order to map urgent real-world transportation services. Specifically, the DPDPRC considers intra-day transportation services of express courier service companies and integrates real-world aspects that are crucial for a practical application. Vehicles have heterogeneous properties and operate on a detailed real road network. Various dynamic events that may occur unexpectedly during the day, such as new request arrivals, traffic congestion, and vehicle disturbances, are integrated. Because of the mentioned urgency, minimizing lateness at request locations is the primary objective. As a secondary objective, the minimization of vehicle operating costs is pursued. In order to adapt the transportation plan in response to dynamic events and enable a timely service of requests, a real-time control approach that performs plan adaptations simultaneous to the execution of the transportation service is applied. Plan adaptations are carried out by a Tabu Search algorithm whose search process is guided by a multi-stage neighborhood operator selection scheme which dynamically switches between intensification and diversification phases. We evaluate various test scenarios which comprise different occurrences of the dynamic events. Computational results show that a continuous adaptation of the transportation plan according to dynamic events improves the solution quality in many scenarios.

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
tuyfytjt发布了新的文献求助10
刚刚
Romani发布了新的文献求助10
刚刚
肖肖完成签到,获得积分10
1秒前
卡卡完成签到,获得积分10
1秒前
妮妮发布了新的文献求助10
1秒前
1秒前
2秒前
Yyyyy发布了新的文献求助10
2秒前
pupu发布了新的文献求助10
2秒前
年轻的之瑶完成签到,获得积分10
3秒前
3秒前
3秒前
55完成签到,获得积分10
3秒前
vicky发布了新的文献求助10
3秒前
传奇3应助xinjubai采纳,获得10
4秒前
靳昊发布了新的文献求助10
4秒前
4秒前
5秒前
期待发布了新的文献求助10
5秒前
共享精神应助权依琳采纳,获得10
6秒前
6秒前
6秒前
百鸟发布了新的文献求助10
6秒前
wxywdd完成签到,获得积分10
7秒前
农民工再就业完成签到,获得积分10
7秒前
concentrate发布了新的文献求助10
7秒前
Jasper应助llhy采纳,获得10
7秒前
lqj完成签到 ,获得积分10
7秒前
在水一方应助孤独的寒烟采纳,获得10
8秒前
科研通AI6.4应助KONGYU采纳,获得10
9秒前
郭玉强完成签到,获得积分10
9秒前
野性的迎海完成签到 ,获得积分10
9秒前
weiwei完成签到,获得积分10
9秒前
耍酷问兰发布了新的文献求助10
10秒前
10秒前
白术子完成签到,获得积分10
10秒前
CodeCraft应助vicky采纳,获得10
10秒前
11秒前
华仔应助yhyh采纳,获得10
11秒前
11秒前
高分求助中
(应助此贴封号)【重要!!请各用户(尤其是新用户)详细阅读】【科研通的精品贴汇总】 10000
Essentials of Carbohydrate Chemistry and Biochemistry, 4th Edition 800
Navigating Normative Orders. Interdisciplinary Perspectives 800
Organizational Behavior 510
Management and the Arts 510
Matrix Methods in Data Mining and Pattern Recognition Second Edition 510
CLSI VET01S-2024 Performance Standards for Antimicrobial Disk and Dilution Susceptibility Tests for Bacteria Isolated From Animals (7th Ed) 500
热门求助领域 (近24小时)
化学 材料科学 医学 生物 纳米技术 计算机科学 化学工程 工程类 有机化学 物理 复合材料 生物化学 内科学 细胞生物学 基因 遗传学 免疫学 冶金 光电子学 癌症研究
热门帖子
关注 科研通微信公众号,转发送积分 7763335
求助须知:如何正确求助?哪些是违规求助? 9307868
关于积分的说明 20302760
捐赠科研通 7348209
什么是DOI,文献DOI怎么找? 3313962
关于科研通互助平台的介绍 2463728
邀请新用户注册赠送积分活动 2328148