Skip to main content
Advertisement
(一)
Home
(二)
Textbook
Differential Evolution
A Practical Approach to Global Optimization
●Textbook
●© 2005
Overview
Authors:
●
Kenneth V. Price
0,
●
Rainer M. Storn
1,
●
Jouni A. Lampinen
2
(一)
Kenneth V. Price
Vacaville, USA
View author publications
You can also search for this author in
PubMed
Google Scholar
(二)
Rainer M. Storn
Rohde & Schwarz GmbH & Co. KG, München, Germany
View author publications
You can also search for this author in
PubMed
Google Scholar
(三)
Jouni A. Lampinen
Department of Information Technology, Lappeenranta University of Technology, Lappeenranta, Finland
View author publications
You can also search for this author in
PubMed
Google Scholar
●Depth of coverage. In-depth analysis of DE by its original creators that is not available elsewhere
●Expanded problem domains. Hands-on advice on how to apply DE to unconstrained, constrained, continuous and discrete numerical optimization problems
●New insights. The role of invariance principles in optimization and the similarities and differences between DE and other methods, like simulated annealing and evolution strategies
●New strategies. The latest extensions to the DE algorithm
●Applications. Real-world problems in signal processing, optical engineering, coding theory, robotics, etc., that have been solved by DE, many of which include comparisons to other optimization methods
●Includes supplementary material: sn.pub/extras
Part of the book series:
Natural Computing Series (NCS)
75k Accesses
130
Citations
4
Altmetric
This is a preview of subscription content, log in via an institution
to check access.
Access this book
Log in via an institution
Subscribe and save
Springer+ Basic
EUR 32.99 /Month
●Get 10 units per month
●Download Article/Chapter or eBook
●1 Unit = 1 Article or 1 Chapter
●Cancel anytime
Subscribe now
Buy Now
eBook JPY 10295
Price includes VAT (Japan)
Read on any device
Instant download
Own it forever
Softcover Book JPY 12869
Price includes VAT (Japan)
Dispatched in 3 to 5 business days
Free shipping worldwide - see info
Tax calculation will be finalised at checkout
Other ways to access
Licence this eBook for your library
Institutional subscriptions
About this book
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.
Similar content being viewed by others
Chapter
© 2017
Chapter
© 2013
Article
06 March 2017
Keywords
●
Design
●
Differential evolution
●
Evolutionary computation
●
Genetic Algorithms
●
Global optimization
●
Numerical optimization
●
Variable
●
algorithms
●
computer
●
optimization
●
algorithm analysis and problem complexity
Table of contents (18 chapters)
Front Matter
Pages I-XIX
Download chapter PDF
Global optimization
Pages 1-36
Critical values for the control parameters of differential evolution algorithms
Pages 37-134
Fast Evolution Strategies
Pages 135-187
On the usage of differential evolution for function optimization
Pages 189-265
Shape design and optimization by genetic algorithm
Pages 267-285
Computer Code
Pages 287-309
Applications
Front Matter
Pages 311-312
Download chapter PDF
●Nirupam Chakraborti
Pages 313-326
●David Corcoran, Steven Doyle
Pages 327-337
●Evan P. Hancox, Robert W. Derksen
Pages 339-351
●Rajive Joshi, Arthur C. Sanderson
Pages 353-377
●Bohuslav Růžek, Michal Kvasnička
Pages 379-391
●Michel Salomon, Guy-René Perrin, Fabrice Heitz, J.-P. Armspach
Pages 353-411
●Amin Shokrollahi, Rainer Storn
Pages 413-427
●Rainer Storn
Pages 429-445
●Gorazd Štumberger, Drago Dolinar, Kay Hameyer
Pages 447-462
●Matthew Wormington, Kevin M. Matney, D. Keith Bowen
Pages 463-478
●Ivan Zelinka
Pages 479-498
●Ivan Zelinka, Lars Nolle
Pages 499-511
●
●
Next
Back to top
Reviews
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)
Authors and Affiliations
Vacaville, USA
Kenneth V. Price
Rohde & Schwarz GmbH & Co. KG, München, Germany
Rainer M. Storn
Department of Information Technology, Lappeenranta University of Technology, Lappeenranta, Finland
Jouni A. Lampinen
Book Title: Differential Evolution
Book Subtitle: A Practical Approach to Global Optimization
Authors: Kenneth V. Price, Rainer M. Storn, Jouni A. Lampinen
Series Title:
Natural Computing Series
DOI: https://doi.org/10.1007/3-540-31306-0
Publisher: Springer Berlin, Heidelberg
eBook Packages:
Computer Science, Computer Science (R0)
Copyright Information: Springer-Verlag Berlin Heidelberg 2005
Hardcover ISBN: 978-3-540-20950-8Published: 13 December 2005
Softcover ISBN: 978-3-642-42416-8Published: 26 November 2014
eBook ISBN: 978-3-540-31306-9Published: 04 March 2006
Series ISSN:
1619-7127
Series E-ISSN:
2627-6461
Edition Number: 1
Number of Pages: XIX, 539
Topics:
Optimization,
Software Engineering/Programming and Operating Systems,
Computation by Abstract Devices,
Algorithm Analysis and Problem Complexity,
Numeric Computing,
Artificial Intelligence
Publish with us
Policies and ethics
Back to top
Access this book
Log in via an institution
Subscribe and save
Springer+ Basic
EUR 32.99 /Month
●Get 10 units per month
●Download Article/Chapter or eBook
●1 Unit = 1 Article or 1 Chapter
●Cancel anytime
Subscribe now
Buy Now
eBook JPY 10295
Price includes VAT (Japan)
Read on any device
Instant download
Own it forever
Softcover Book JPY 12869
Price includes VAT (Japan)
Dispatched in 3 to 5 business days
Free shipping worldwide - see info
Tax calculation will be finalised at checkout
Other ways to access
Licence this eBook for your library
Institutional subscriptions
●
●
●
●
●
●
●
●
●
●
●
●
●
●
●
●
●
●
●
●
●
●
●
157.7.106.5
Not affiliated
© 2024 Springer Nature