Optimization Algorithms in Physics
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Optimization Algorithms in Physics

Optimization Algorithms in Physics


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About the Book

The past few years have witnessed a substantial growth in the number of applications for optimization algorithms in solving problems in the field of physics. Examples include determining the structure of molecules, estimating the parameters of interacting galaxies, the ground states of electronic quantum systems, the behavior of disordered magnetic materials, and phase transitions in combinatorial optimization problems. This book serves as an introduction to the field, while also presenting a complete overview of modern algorithms. The authors begin with the relevant foundations from computer science, graph theory and statistical physics, before moving on to thoroughly explain algorithms - backed by illustrative examples. They include pertinent mathematical transformations, which in turn are used to make the physical problems tractable with methods from combinatorial optimization. Throughout, a number of interesting results are shown for all physical examples. The final chapter provides numerous practical hints on software development, testing programs, and evaluating the results of computer experiments.

Table of Contents:
Introduction to Optimization Complexity Theory Graphs Simple Graph Algorithms Introduction to Statistical Physics Maximum-Flow Methods Minimum-Cost Flow Problems Genetic Algorithms Monte-Carlo Methods Approximation Methods for Spin Glasses Matching Algorithms Branch-and-Bound Methods Practical Issues

About the Author :
Dr. Alexander K.Hartmann ist ein junger Wissenschaftler an der Universitat Gottingen, der neue Arbeiten zu Optimierungsmethoden an Spin Glasses veroffentlicht hat. Professor Heiko Rieger, Universitat des Saarlandes, ist ein international anerkannter Experte auf dem Gebiet der Physik der ungeordneten Systeme. Mit zahlreichen Veroffentlichungen hat er ma?geblich zur Entwicklung des Forschungsgebietes beigetragen.

Review :
"...accessible to both physicists and computer scientists, this work explains the theoretical models and practical situations in physics which optimization problems occur..." (SciTech Book News, Vol. 26, No. 2, June 2002)


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Product Details
  • ISBN-13: 9783527600878
  • Publisher: Wiley-VCH Verlag GmbH
  • Publisher Imprint: Wiley-VCH Verlag GmbH
  • Height: 1 mm
  • No of Pages: 382
  • Weight: 1 gr
  • ISBN-10: 3527600876
  • Publisher Date: 30 May 2003
  • Binding: Other digital
  • Language: English
  • Spine Width: 1 mm
  • Width: 1 mm


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