Evolutionary Optimization in Dynamic Environments

Nonfiction, Computers, Advanced Computing, Artificial Intelligence, Computer Science, General Computing
Cover of the book Evolutionary Optimization in Dynamic Environments by Jürgen Branke, Springer US
View on Amazon View on AbeBooks View on Kobo View on B.Depository View on eBay View on Walmart
Author: Jürgen Branke ISBN: 9781461509110
Publisher: Springer US Publication: December 6, 2012
Imprint: Springer Language: English
Author: Jürgen Branke
ISBN: 9781461509110
Publisher: Springer US
Publication: December 6, 2012
Imprint: Springer
Language: English

Evolutionary Algorithms (EAs) have grown into a mature field of research in optimization, and have proven to be effective and robust problem solvers for a broad range of static real-world optimization problems. Yet, since they are based on the principles of natural evolution, and since natural evolution is a dynamic process in a changing environment, EAs are also well suited to dynamic optimization problems. Evolutionary Optimization in Dynamic Environments is the first comprehensive work on the application of EAs to dynamic optimization problems. It provides an extensive survey on research in the area and shows how EAs can be successfully used to

  • continuously and efficiently adapt a solution to a changing environment,
  • find a good trade-off between solution quality and adaptation cost,
  • find robust solutions whose quality is insensitive to changes in the environment,
  • find flexible solutions which are not only good but that can be easily adapted when necessary.

All four aspects are treated in this book, providing a holistic view on the challenges and opportunities when applying EAs to dynamic optimization problems. The comprehensive and up-to-date coverage of the subject, together with details of latest original research, makes Evolutionary Optimization in Dynamic Environments an invaluable resource for researchers and professionals who are dealing with dynamic and stochastic optimization problems, and who are interested in applying local search heuristics, such as evolutionary algorithms.

View on Amazon View on AbeBooks View on Kobo View on B.Depository View on eBay View on Walmart

Evolutionary Algorithms (EAs) have grown into a mature field of research in optimization, and have proven to be effective and robust problem solvers for a broad range of static real-world optimization problems. Yet, since they are based on the principles of natural evolution, and since natural evolution is a dynamic process in a changing environment, EAs are also well suited to dynamic optimization problems. Evolutionary Optimization in Dynamic Environments is the first comprehensive work on the application of EAs to dynamic optimization problems. It provides an extensive survey on research in the area and shows how EAs can be successfully used to

All four aspects are treated in this book, providing a holistic view on the challenges and opportunities when applying EAs to dynamic optimization problems. The comprehensive and up-to-date coverage of the subject, together with details of latest original research, makes Evolutionary Optimization in Dynamic Environments an invaluable resource for researchers and professionals who are dealing with dynamic and stochastic optimization problems, and who are interested in applying local search heuristics, such as evolutionary algorithms.

More books from Springer US

Cover of the book The Changing Nature of Pain Complaints over the Lifespan by Jürgen Branke
Cover of the book The Lactic Acid Bacteria:Volume 1 by Jürgen Branke
Cover of the book Prehistoric Iberia by Jürgen Branke
Cover of the book Dietary Fats, Lipids, Hormones, and Tumorigenesis by Jürgen Branke
Cover of the book Fungi and Food Spoilage by Jürgen Branke
Cover of the book The Diabetic Pancreas by Jürgen Branke
Cover of the book Prolate Spheroidal Wave Functions of Order Zero by Jürgen Branke
Cover of the book De Minimis Risk by Jürgen Branke
Cover of the book Enzyme Kinetics by Jürgen Branke
Cover of the book Critical Theories of Psychological Development by Jürgen Branke
Cover of the book Biophysical Chemistry of Proteins by Jürgen Branke
Cover of the book Authigenic Minerals in Sedimentary Rocks by Jürgen Branke
Cover of the book Assessment and Modification of Emotional Behavior by Jürgen Branke
Cover of the book Family Diversity and Family Policy: Strengthening Families for America’s Children by Jürgen Branke
Cover of the book Cocaine and Other Stimulants by Jürgen Branke
We use our own "cookies" and third party cookies to improve services and to see statistical information. By using this website, you agree to our Privacy Policy