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About Differential Evolution: Fundamentals and Applications in Electrical Engineering
Differential evolution is a very simple but very powerful stochastic optimizer. Since its inception, it has proved very efficient and robust in function optimization and has been applied to solve problems in many scientific and engineering fields. In Differential Evolution , Dr. Qing begins with an overview of optimization, followed by a state-of-the-art review of differential evolution, including its fundamentals and up-to-date advances. He goes on to explore the relationship between differential evolution strategies, intrinsic control parameters, non-intrinsic control parameters, and problem features through a parametric study. Findings and recommendations on the selection of strategies and intrinsic control parameter values are presented. Lastly, after an introductory review of reported applications in electrical and electronic engineering fields, different research groups demonstrate how the methods can be applied to such areas as: multicast routing, multisite mapping in grid environments, antenna arrays, analog electric circuit sizing, electricity markets, stochastic tracking in video sequences, and color quantization.Contains a systematic and comprehensive overview of differential evolutionReviews the latest differential evolution researchDescribes a comprehensive parametric study conducted over a large test bedShows how methods can be practically applied to mobile communicationsgrid computingcircuitsimage processingpower engineeringSample applications demonstrated by research groups in the United Kingdom, Australia, Italy, Turkey, China, and Eastern EuropeProvides access to companion website with code examples for downloadDifferential Evolution is ideal for application engineers, who can use the methods described to solve specific engineering problems. It is also a valuable reference for post-graduates and researchers working in evolutionary computation, design optimization and artificial intelligence. Researchers in the optimization field or engineers and managers involved in operations research will also find the book a helpful introduction to the topic.
Detailed Information
| Author: | Anyong Qing |
|---|---|
| Publication Year: | 2009 |
| ISBN: | 9780470823927 |
| Pages: | 451 |
| Language: | English |
| File Size: | 14.487 |
| Format: | |
| Price: | FREE |
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