Metaheuristic Computation: A Performance Perspective

Metaheuristic Computation: A Performance Perspective
Author :
Publisher : Springer Nature
Total Pages : 281
Release :
ISBN-10 : 9783030581008
ISBN-13 : 3030581004
Rating : 4/5 (08 Downloads)

Book Synopsis Metaheuristic Computation: A Performance Perspective by : Erik Cuevas

Download or read book Metaheuristic Computation: A Performance Perspective written by Erik Cuevas and published by Springer Nature. This book was released on 2020-10-05 with total page 281 pages. Available in PDF, EPUB and Kindle. Book excerpt: This book is primarily intended for undergraduate and postgraduate students of Science, Electrical Engineering, or Computational Mathematics. Metaheuristic search methods are so numerous and varied in terms of design and potential applications; however, for such an abundant family of optimization techniques, there seems to be a question which needs to be answered: Which part of the design in a metaheuristic algorithm contributes more to its better performance? Several works that compare the performance among metaheuristic approaches have been reported in the literature. Nevertheless, they suffer from one of the following limitations: (A)Their conclusions are based on the performance of popular evolutionary approaches over a set of synthetic functions with exact solutions and well-known behaviors, without considering the application context or including recent developments. (B) Their conclusions consider only the comparison of their final results which cannot evaluate the nature of a good or bad balance between exploration and exploitation. The objective of this book is to compare the performance of various metaheuristic techniques when they are faced with complex optimization problems extracted from different engineering domains. The material has been compiled from a teaching perspective.


Metaheuristic Computation: A Performance Perspective Related Books

Metaheuristic Computation: A Performance Perspective
Language: en
Pages: 281
Authors: Erik Cuevas
Categories: Technology & Engineering
Type: BOOK - Published: 2020-10-05 - Publisher: Springer Nature

DOWNLOAD EBOOK

This book is primarily intended for undergraduate and postgraduate students of Science, Electrical Engineering, or Computational Mathematics. Metaheuristic sear
Metaheuristic Computation with MATLABĀ®
Language: en
Pages: 281
Authors: Erik Cuevas
Categories: Computers
Type: BOOK - Published: 2020-09-14 - Publisher: CRC Press

DOWNLOAD EBOOK

Metaheuristic algorithms are considered as generic optimization tools that can solve very complex problems characterized by having very large search spaces. Met
Recent Metaheuristic Computation Schemes in Engineering
Language: en
Pages: 282
Authors: Erik Cuevas
Categories: Technology & Engineering
Type: BOOK - Published: 2021-02-04 - Publisher: Springer Nature

DOWNLOAD EBOOK

This book includes two objectives. The first goal is to present advances and developments which have proved to be effective in their application to several comp
Metaheuristic Algorithms: New Methods, Evaluation, and Performance Analysis
Language: en
Pages: 309
Authors: Erik Cuevas
Categories:
Type: BOOK - Published: - Publisher: Springer Nature

DOWNLOAD EBOOK

New Metaheuristic Schemes: Mechanisms and Applications
Language: en
Pages: 280
Authors: Erik Cuevas
Categories: Technology & Engineering
Type: BOOK - Published: 2023-12-08 - Publisher: Springer Nature

DOWNLOAD EBOOK

Recently, novel metaheuristic techniques have emerged in response to the limitations of conventional approaches, leading to enhanced outcomes. These new methods