Approximate Dynamic Programming for Dynamic Vehicle Routing is popular PDF and ePub book, written by Marlin Wolf Ulmer in 2017-04-19, it is a fantastic choice for those who relish reading online the Business & Economics genre. Let's immerse ourselves in this engaging Business & Economics book by exploring the summary and details provided below. Remember, Approximate Dynamic Programming for Dynamic Vehicle Routing can be Read Online from any device for your convenience.
Approximate Dynamic Programming for Dynamic Vehicle Routing Book PDF Summary
This book provides a straightforward overview for every researcher interested in stochastic dynamic vehicle routing problems (SDVRPs). The book is written for both the applied researcher looking for suitable solution approaches for particular problems as well as for the theoretical researcher looking for effective and efficient methods of stochastic dynamic optimization and approximate dynamic programming (ADP). To this end, the book contains two parts. In the first part, the general methodology required for modeling and approaching SDVRPs is presented. It presents adapted and new, general anticipatory methods of ADP tailored to the needs of dynamic vehicle routing. Since stochastic dynamic optimization is often complex and may not always be intuitive on first glance, the author accompanies the ADP-methodology with illustrative examples from the field of SDVRPs. The second part of this book then depicts the application of the theory to a specific SDVRP. The process starts from the real-world application. The author describes a SDVRP with stochastic customer requests often addressed in the literature, and then shows in detail how this problem can be modeled as a Markov decision process and presents several anticipatory solution approaches based on ADP. In an extensive computational study, he shows the advantages of the presented approaches compared to conventional heuristics. To allow deep insights in the functionality of ADP, he presents a comprehensive analysis of the ADP approaches.
Detail Book of Approximate Dynamic Programming for Dynamic Vehicle Routing PDF
- Author : Marlin Wolf Ulmer
- Release : 19 April 2017
- Publisher : Springer
- ISBN : 9783319555119
- Genre : Business & Economics
- Total Page : 209 pages
- Language : English
- PDF File Size : 13,6 Mb
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