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Iterative Computer Algorithms with Applications in Engineering

Iterative Computer Algorithms with Applications in Engineering

Paperback

Series: Practitioners, Book 27

General ComputersGeneral Mathematics

ISBN10: 0769501001
ISBN13: 9780769501000
Publisher: IEEE Computer Society Press
Published: Aug 1 1999
Pages: 416
Weight: 1.38
Height: 1.02 Width: 6.06 Depth: 9.02
Language: English
Iterative Computer Algorithms with Applications in Engineering describes in-depth the five main iterative algorithms for solving hard combinatorial optimization problems: Simulated Annealing, Genetic Algorithms, Tabu Search, Simulated Evolution, and Stochastic Evolution. The authors present various iterative techniques and illustrate how they can be applied to solve several NP-hard problems.

For each algorithm, the authors present the procedures of the algorithm, parameter selection criteria, convergence property analysis, and parallelization. There are also several real-world examples that illustrate various aspects of the algorithms. The book includes an introduction to fuzzy logic and its application in the formulation of multi-objective optimization problems, a discussion on hybrid techniques that combine features of heuristics, a survey of recent research work, and examples that illustrate required mathematical concepts.

The unique features of this book are: An integrated and up-to-date description of iterative non-deterministic algorithms; Detailed descriptions of Simulated Evolution and Stochastic Evolution; A level of treatment suitable for first year graduate student and practicing engineers; Parallelization aspects and particular parallel implementations; A brief survey of recent research work; Graded exercises and an annotated bibliography in each chapter

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General Computers