Fireworks Algorithm

A Novel Swarm Intelligence Optimization Method

Autoren: Tan, Ying

Vorschau
  • Reviews the state-of-the-art of firework algorithms (FWA) as a novel explosive search way for optimization
  • Offers the key operators and characteristics as well as theoretical analyses of convergence and time-complexity of FWA through stochastic Markov process
  • Presents exhaustively the key recent research into varieties of improving versions of FWA so far
  • Enriches understanding of FWA by incorporating FWA with GPU, MOO, and combinatorial optimization
  • Covers many different applications including NMF, document clustering, pattern recognition, inversion problem, and swarm robotics
Weitere Vorteile

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eBook 71,68 €
Preis für Deutschland (Brutto)
  • ISBN 978-3-662-46353-6
  • Versehen mit digitalem Wasserzeichen, DRM-frei
  • Erhältliche Formate: PDF, EPUB
  • Sofortiger eBook Download nach Kauf und auf allen Endgeräten nutzbar
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Hardcover 128,39 €
Preis für Deutschland (Brutto)
Softcover 90,94 €
Preis für Deutschland (Brutto)
Über dieses Buch

This book is devoted to the state-of-the-art in all aspects of fireworks algorithm (FWA), with particular emphasis on the efficient improved versions of FWA. It describes the most substantial theoretical analysis including basic principle and implementation of FWA and modeling and theoretical analysis of FWA. It covers exhaustively the key recent significant research into the improvements of FWA so far. In addition, the book describes a few advanced topics in the research of FWA, including multi-objective optimization (MOO), discrete FWA (DFWA) for combinatorial optimization, and GPU-based FWA for parallel implementation. In sequels, several successful applications of FWA on non-negative matrix factorization (NMF), text clustering, pattern recognition, and seismic inversion problem, and swarm robotics, are illustrated in details, which might shed new light on more real-world applications in future. Addressing a multidisciplinary topic, it will appeal to researchers and professionals in the areas of metahuristics, swarm intelligence, evolutionary computation, complex optimization solving, etc.

Inhaltsverzeichnis (17 Kapitel)

Inhaltsverzeichnis (17 Kapitel)

Dieses Buch kaufen

eBook 71,68 €
Preis für Deutschland (Brutto)
  • ISBN 978-3-662-46353-6
  • Versehen mit digitalem Wasserzeichen, DRM-frei
  • Erhältliche Formate: PDF, EPUB
  • Sofortiger eBook Download nach Kauf und auf allen Endgeräten nutzbar
  • Mengenrabatt verfügbar
Hardcover 128,39 €
Preis für Deutschland (Brutto)
Softcover 90,94 €
Preis für Deutschland (Brutto)
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Bibliografische Information

Bibliographic Information
Buchtitel
Fireworks Algorithm
Buchuntertitel
A Novel Swarm Intelligence Optimization Method
Autoren
Copyright
2015
Verlag
Springer-Verlag Berlin Heidelberg
Copyright Inhaber
Springer-Verlag Berlin Heidelberg
eBook ISBN
978-3-662-46353-6
DOI
10.1007/978-3-662-46353-6
Hardcover ISBN
978-3-662-46352-9
Softcover ISBN
978-3-662-51618-8
Auflage
1
Seitenzahl
XXXIX, 323
Themen