Dynamic Programming

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A Computational Tool, Studies in Computational Intelligence 38

ISBN: 3642072003
ISBN 13: 9783642072000
Autor: Lew, Art/Mauch, Holger
Verlag: Springer Verlag GmbH
Umfang: xviii, 379 S.
Erscheinungsdatum: 18.11.2010
Auflage: 1/2007
Produktform: Kartoniert
Einband: KT

This book provides a practical introduction to computationally solving discrete optimization problems using dynamic programming. From the unusually numerous and varied examples presented, readers should more easily be able to formulate dynamic programming solutions to their own problems of interest. We also provide and describe the design, implementation, and use of a software tool, named DP2PN2Solver, that has been used to numerically solve all of the problems presented earlier in the book. This computational tool can be used by students to solve academic problems if this book is used in coursework, and by practitioners to solve many real-world problems if the state space is not too large. Finally, this book is also a research monograph that describes a novel application of Petri net theory. DP2PN2Solver takes user input in the form of the DP functional equation for a problem, automatically constructs a Petri net model, called a Bellman net, as an internal computer representation for the DP problem, and then generates from the Bellman net the numerical solution for the DP problem. This solution can be obtained using Java, a spreadsheet, a Petri net tool, and other systems.

Artikelnummer: 1530744 Kategorie:

Beschreibung

InhaltsangabeDynamic Programming.- to Dynamic Programming.- Applications of Dynamic Programming.- Modeling of DP Problems.- The DP Specification Language gDPS.- DP Problem Specifications in gDPS.- Bellman Nets: A Class of Petri Nets.- Bellman Net Representations of DP Problems.- Design and Implementation of DP Tool.- DP2PN2Solver Tool.- DP2PN Parser and Builder.- The PN2Solver Modules.- Computational Results.- Java Solver Results of DP Problems.- Other Solver Results.- Conclusions.

Inhaltsverzeichnis

Part I Dynamic Programming.- Introduction to Dynamic Programming.- Applications of Dynamic Programming.- Part II Modeling of DP Problems.- The DP Specification Language gDPS.- DP Problem Specifications in gDPS.- Bellman Nets: A Class of Petri Nets.- Bellman Net Representations of DP Problems.- Part III Design and Implementation of DP Tool.- DP2PN2Solver Tool.- DP2PN Parser and Builder.- The PN2Solver Modules.- Part IV Computational Results.- 10 Java Solver Results of DP Problems.- Other Solver Results.

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