A Stochastic and Dynamic Vehicle Routing Problem in the Euclidean Plane

车辆路径问题 计算机科学 排队 数学优化 布线(电子设计自动化) 调度(生产过程) 欧几里德几何 独立同分布随机变量 排队论 服务(商务) 运筹学 分布式计算 数学 随机变量 计算机网络 经济 统计 经济 几何学
作者
Dimitris Bertsimas,Garrett van Ryzin
出处
期刊:Operations Research [Institute for Operations Research and the Management Sciences]
卷期号:39 (4): 601-615 被引量:427
标识
DOI:10.1287/opre.39.4.601
摘要

We propose and analyze a generic mathematical model for dynamic, stochastic vehicle routing problems, the dynamic traveling repairman problem (DTRP). The model is motivated by applications in which the objective is to minimize the wait for service in a stochastic and dynamically changing environment. This is a departure from classical vehicle routing problems where one seeks to minimize total travel time in a static, deterministic environment. Potential areas of application include repair, inventory, emergency service and scheduling problems. The DTRP is defined as follows: Demands for service arrive in time according to a Poisson process, are independent and uniformly distributed in a Euclidean service region, and require an independent and identically distributed amount of on-site service by a vehicle. The problem is to find a policy for routing the service vehicle that minimizes the average time demands spent in the system. We propose and analyze several policies for the DTRP. We find a provably optimal policy in light traffic and several policies with system times within a constant factor of the optimal policy in heavy traffic. We also show that the waiting time grows much faster than in traditional queues as the traffic intensity increases, yet the stability condition does not depend on the system geometry.

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