1.

Record Nr.

UNINA9910906192303321

Autore

Abdul Halim Abdul Hanif

Titolo

Into a Deeper Understanding of Evolutionary Computing: Exploration, Exploitation, and Parameter Control : Volume 1 / / by Abdul Hanif Abdul Halim, Swagatam Das, Idris Ismail

Pubbl/distr/stampa

Cham : , : Springer Nature Switzerland : , : Imprint : Springer, , 2024

ISBN

9783031740138

3031740130

Edizione

[1st ed. 2024.]

Descrizione fisica

1 online resource (330 pages)

Collana

Emergence, Complexity and Computation, , 2194-7295 ; ; 50

Disciplina

006.3823

Soggetti

Computational intelligence

Artificial intelligence

Computational Intelligence

Artificial Intelligence

Lingua di pubblicazione

Inglese

Formato

Materiale a stampa

Livello bibliografico

Monografia

Nota di bibliografia

Includes bibliographical references.

Nota di contenuto

Algorithm initialization categories and assessment -- Fundamental Tradeoffs between exploration and exploitation search mechanisms -- Distributions and Functions Driven.

Sommario/riassunto

This book delves into fundamental and advanced strategies for enhancing evolutionary and metaheuristic algorithms, focusing on the vital balance between exploration and exploitation search mechanisms. As technological advancements increase optimization complexity, effectively managing this balance becomes crucial for achieving optimal solutions within reasonable computational resources. The book's distinctive structure organizes content according to optimization stages, offering a comprehensive discussion of various approaches supported by extensive literature.