Evolutionary computation with biogeography-based optimization
by
 
Ma, Haiping, author.

Title
Evolutionary computation with biogeography-based optimization

Author
Ma, Haiping, author.

ISBN
9781119136507
 
9781119136514
 
9781119136545

Physical Description
1 online resource

Series
Metaheuristics set ; volume 8
 
Computer engineering series (London, England). Metaheuristics set ; v. 8.

Contents
The Science of Biogeography -- Biogeography and Biological Optimization -- A Basic BBO Algorithm -- BBO Extensions -- BBO as a Markov Process -- Dynamic System Models of BBO -- Statistical Mechanics Approximations of BBO -- BBO for Combinatorial Optimization -- Constrained BBO -- BBO in Noisy Environments -- Multi-objective BBO -- Hybrid BBO Algorithms -- Appendices. Unconstrained Benchmark Functions -- Constrained Benchmark Functions -- Multi-objective Benchmark Functions.

Abstract
Evolutionary computation algorithms are employed to minimize functions with large number of variables. Biogeographybased optimization (BBO) is an optimization algorithm that is based on the science of biogeography, which researches the migration patterns of species. These migration paradigms provide the main logic behind BBO. Due to the crossdisciplinary nature of the optimization problems, there is a need to develop multiple approaches to tackle them and to study the theoretical reasoning behind their performance. This book explains the mathematical model of BBO algorithm and its variants created to cope with continuous domain problems (with and without constraints) and combinatorial problems.

Local Note
John Wiley and Sons

Subject Term
Evolutionary computation.
 
Réseaux neuronaux à structure évolutive.
 
COMPUTERS -- General.
 
Computer Engineering.
 
COMPUTERS.
 
Evolutionary computation

Genre
Electronic books.

Added Author
Simon, Dan, 1960-

Electronic Access
https://onlinelibrary.wiley.com/doi/book/10.1002/9781119136507


LibraryMaterial TypeItem BarcodeShelf Number[[missing key: search.ChildField.HOLDING]]Status
Online LibraryE-Book593309-1001QA76.618Wiley E-Kitap Koleksiyonu