Differential Evolution - Kenneth Price, Rainer M. Storn, Jouni A. Lampinen

Differential Evolution

A Practical Approach to Global Optimization
Buch | Softcover
XIX, 539 Seiten
2014 | 2005
Springer Berlin (Verlag)
978-3-642-42416-8 (ISBN)
96,29 inkl. MwSt

Problems demanding globally optimal solutions are ubiquitous, yet many are intractable when they involve constrained functions having many local optima and interacting, mixed-type variables.

The differential evolution (DE) algorithm is a practical approach to global numerical optimization which is easy to understand, simple to implement, reliable, and fast. Packed with illustrations, computer code, new insights, and practical advice, this volume explores DE in both principle and practice. It is a valuable resource for professionals needing a proven optimizer and for students wanting an evolutionary perspective on global numerical optimization.

The Differential Evolution algorithm (DE) is a practical approach to global numerical optimization that is easy to understand, simple to implement, reliable, and fast. Packed with illustrations, computer code, new insights, and practical advice, this volume explores Differential Evolution (DE) in both principle and practice. It is a valuable resource for professionals needing a proven optimizer.

Global optimization.- The Motivation for Differential Evolution.- Critical values for the control parameters of differential evolution algorithms.- The Differential Evolution Algorithm.- Fast Evolution Strategies.- Benchmarking Differential Evolution.- On the usage of differential evolution for function optimization.- Problem Domains.- Shape design and optimization by genetic algorithm.- Architectural Aspects and Computing Environments.- Computer Code.- Computer Code.- Applications.- Genetic Algorithms and Related Techniques for Optimizing Si-H Clusters: A Merit Analysis for Differential Evolution.- Non-Imaging Optical Design Using Differential Evolution.- Optimization of an Industrial Compressor Supply System.- Minimal Representation Multi-Sensor Fusion Using Differential Evolution.- Determination of the Earthquake Hypocenter: A Challenge for the Differential Evolution Algorithm.- Parallel Differential Evolution: Application to 3-D Medical Image Registration.- Design of Efficient Erasure Codes with Differential Evolution.- FIWIZ - A Versatile Program for the Design of Digital Filters Using Differential Evolution.- Optimization of Radial Active Magnetic Bearings by Using Differential Evolution and the Finite Element Method.- Application of Differential Evolution to the Analysis of X-Ray Reflectivity Data.- Inverse Fractal Problem.- Active Compensation in RF-Driven Plasmas by Means of Differential Evolution.

From the reviews:

"This book is about an evolutionary method, called differential evolution (DE) ... . the authors claim that 'this book is designed to be easy to understand and simple to use'. Indeed, they have achieved their goal. The book is enjoyable to read, fully illustrated with figures and C-like pseudocodes ... . this book is foremost addressed to engineers ... . Moreover, those interested in evolutionary algorithms will certainly find this book to be both interesting and useful." (Panos M. Pardalos, Mathematical Reviews, Issue 2006 g)

From the reviews:"This book is about an evolutionary method, called differential evolution (DE) … . the authors claim that ‘this book is designed to be easy to understand and simple to use’. Indeed, they have achieved their goal. The book is enjoyable to read, fully illustrated with figures and C-like pseudocodes … . this book is foremost addressed to engineers … . Moreover, those interested in evolutionary algorithms will certainly find this book to be both interesting and useful." (Panos M. Pardalos, Mathematical Reviews, Issue 2006 g)

Erscheint lt. Verlag 26.11.2014
Reihe/Serie Natural Computing Series
Zusatzinfo XIX, 539 p.
Verlagsort Berlin
Sprache englisch
Maße 155 x 235 mm
Gewicht 848 g
Themenwelt Kunst / Musik / Theater Design / Innenarchitektur / Mode
Mathematik / Informatik Informatik Software Entwicklung
Informatik Theorie / Studium Künstliche Intelligenz / Robotik
Informatik Weitere Themen CAD-Programme
Mathematik / Informatik Mathematik Algebra
Mathematik / Informatik Mathematik Angewandte Mathematik
Schlagworte Algorithm analysis and problem complexity • algorithms • Computer • Design • Differential evolution • evolutionary computation • Genetic algorithms • Global Optimization • Numerical optimization • Optimization • Variable
ISBN-10 3-642-42416-3 / 3642424163
ISBN-13 978-3-642-42416-8 / 9783642424168
Zustand Neuware
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