A Markov decision model and decomposition heuristic for dynamic vehicle dispatching

A Markov decision model and decomposition heuristic for dynamic vehicle dispatching

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Article ID: iaor1994131
Country: United States
Volume: 41
Issue: 1
Start Page Number: 77
End Page Number: 90
Publication Date: Jan 1993
Journal: Operations Research
Authors:
Keywords: markov processes, programming: dynamic
Abstract:

The paper describes a dynamic and stochastic vehicle dispatching problem called the delivery dispatching problem. This problem is modeled as a Markov decision process. Because exact solution of this model is impractical, the paper adopts a heuristic approach for handling the problem. The heuristic is based in part on a decomposition of the problem by customer, where customer subproblems generate penalty functions that are applied in a master dispatching problem. The paper describes how to compute bounds on the algorithm’s performance, and apply it to several examples with good results.

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