Jumat, 26 April 2013

[S483.Ebook] Download PDF Evolutionary Optimization Algorithms, by Dan Simon

Download PDF Evolutionary Optimization Algorithms, by Dan Simon

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Evolutionary Optimization Algorithms, by Dan Simon

Evolutionary Optimization Algorithms, by Dan Simon



Evolutionary Optimization Algorithms, by Dan Simon

Download PDF Evolutionary Optimization Algorithms, by Dan Simon

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Evolutionary Optimization Algorithms, by Dan Simon

A clear and lucid bottom-up approach to the basic principles of evolutionary algorithms

Evolutionary algorithms (EAs) are a type of artificial intelligence. EAs are motivated by optimization processes that we observe in nature, such as natural selection, species migration, bird swarms, human culture, and ant colonies.

This book discusses the theory, history, mathematics, and programming of evolutionary optimization algorithms. Featured algorithms include genetic algorithms, genetic programming, ant colony optimization, particle swarm optimization, differential evolution, biogeography-based optimization, and many others.

Evolutionary Optimization Algorithms:

  • Provides a straightforward, bottom-up approach that assists the reader in obtaining a clear—but theoretically rigorous—understanding of evolutionary algorithms, with an emphasis on implementation
  • Gives a careful treatment of recently developed EAs—including opposition-based learning, artificial fish swarms, bacterial foraging, and many others— and discusses their similarities and differences from more well-established EAs
  • Includes chapter-end problems plus a solutions manual available online for instructors
  • Offers simple examples that provide the reader with an intuitive understanding of the theory
  • Features source code for the examples available on the author's website
  • Provides advanced mathematical techniques for analyzing EAs, including Markov modeling and dynamic system modeling

Evolutionary Optimization Algorithms: Biologically Inspired and Population-Based Approaches to Computer Intelligence is an ideal text for advanced undergraduate students, graduate students, and professionals involved in engineering and computer science.

  • Sales Rank: #1039559 in Books
  • Brand: Brand: Wiley
  • Published on: 2013-04-29
  • Original language: English
  • Number of items: 1
  • Dimensions: 9.50" h x 1.75" w x 6.50" l, 2.60 pounds
  • Binding: Hardcover
  • 772 pages
Features
  • Used Book in Good Condition

About the Author

DAN SIMON is a Professor at Cleveland State University in the Department of Electrical and Computer Engineering. His teaching and research interests include control theory, computer intelligence, embedded systems, technical writing, and related subjects. He is the author of the book Optimal State Estimation (Wiley).

Most helpful customer reviews

5 of 5 people found the following review helpful.
A good overview of EA
By NeilS
This hits pretty much everything you need to know to get started with EAs. It is really nice to have a self contained volume like this instead of my giant stack of peer reviewed papers. Granted, the papers do get into more detail with the specific topics the address, but this book has been useful in helping to explain EAs to my coworkers here at the R&D firm I work at. The code supplements are also pretty nice references to get started (MATLAB). Check out [...]. The only gripe I have with the book is some use of LISP in the text (not a fan), but that isn't an integral part of the book and you don't need to use LISP to get a good understanding on how EAs work when using this book.

2 of 2 people found the following review helpful.
A real winner! Thank you Professor Simon!
By Namir C. Shammas
This book is a winner! Professor Simon delivers a thick book that covers a variety of evolutionary algorithms for optimization. He offers excellent explanation and includes a rich set of pseudo-code for the algorithms (sometimes offering different versions of the same algorithm). This book is an excellent reference for the topics it covers. The appendix lists a nice set of benchmark functions. While the book is void of any programming language source code, the author has web pages dedicated for this book. They offer a wealth of heavy duty very well-written Matlab source code. If you are serious or even curious about the topic of evolutionary algorithms, this book is for you! I was so impressed with the book, that I bought the hard copy AND the electronic version from the publisher (it is a digitally locked pdf version that you can read on one machine only).

2 of 2 people found the following review helpful.
Great coverage of topics
By David K. vun Kannon
Dan Simon does a really good job of surveying the field of evolutionary optimization algorithms. The text is up to date and well balanced across the many variants of evolutionary computation.

See all 5 customer reviews...

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