Genetic Algorithms + Data Structures = Evolution Programs - Softcover

Michalewicz, Zbigniew

Softcover

ISBN 10: 3642082335 ISBN 13: 9783642082337

Publisher: Springer, 2011

Synopsis

Genetic algorithms are founded upon the principle of evolution, i.e., survival of the fittest. Hence evolution programming techniques, based on genetic algorithms, are applicable to many hard optimization problems, such as optimization of functions with linear and nonlinear constraints, the traveling salesman problem, and problems of scheduling, partitioning, and control. The importance of these techniques is still growing, since evolution programs are parallel in nature, and parallelism is one of the most promising directions in computer science.
The book is self-contained and the only prerequisite is basic undergraduate mathematics. This third edition has been substantially revised and extended by three new chapters and by additional appendices containing working material to cover recent developments and a change in the perception of evolutionary computation.

About this title

Review

Zbigniew Michalewicz's Genetic Algorithms + Data Structures = Evolution Programs has three sections. The first section is a straightforward introduction to genetic algorithms. In the second section, Michalewicz describes how to apply genetic algorithms to numerical optimization. Michalewicz, who is a pioneer in this field, discusses the rationale for using genetic algorithms for numerical optimization and describes several experiments that show how this new type of genetic algorithm performs. The author devotes the third section of the book to evolution programs.

Edition details

• Publisher: Springer
• Publication date: 2011
• Language: English
• ISBN 10: 3642082335
• ISBN 13: 9783642082337
• Binding: Paperback
• Edition number: 3
• Number of pages: 407