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Dynamic Programming [electronic resource] : A Computational Tool / by Lew Art, Holger Mauch.

By: Contributor(s): Material type: TextTextSeries: Studies in Computational Intelligence ; 38Publisher: Berlin, Heidelberg : Springer Berlin Heidelberg, 2007Description: XVIII, 379 p. online resourceContent type:
  • text
Media type:
  • computer
Carrier type:
  • online resource
ISBN:
  • 9783540370147
Subject(s): Additional physical formats: Printed edition:: No titleDDC classification:
  • 519 23
LOC classification:
  • TA329-348
  • TA640-643
Online resources:
Contents:
Dynamic 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.
In: Springer eBooksSummary: 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.
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Item type Current library Call number Status Date due Barcode
E-Book E-Book Central Library Available E-43526

Dynamic 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.

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.

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