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Metaheuristic Computation: A Performance Perspective

Metaheuristic Computation: A Performance Perspective

Hot Research Book in Metaheuristic Computation: A Performance Perspective

Author(s) Name:  Erik Cuevas, Primitivo Diaz, Octavio Camarena

About the Book:

   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.

Table of Contents

  • Introductory Concepts of Metaheuristic Computation
  • An Enhanced Swarm Method Based on the Locust Search Algorithm
  • A Metaheuristic Methodology Based on Fuzzy Logic Principles
  • A Metaheuristic Computation Scheme to Solve Energy Problems
  • ANFIS-Hammerstein Model for Nonlinear Systems Identification Using GSA
  • A States of Matter Search-Based Scheme to Solve the Problem of Power Allocation in Plug-in Electric Cars
  • Locus Search Method for Power Loss Reduction on Distribution Networks
  • Blood Vessel and Optic Disc Segmentation Based on a Metaheuristic Method
  • Detection of White Blood Cells with Metaheuristic Computation
  • Experimental Analysis Between Exploration and Exploitation
  • ISBN:  978-3-030-58100-8

    Publisher:  Springer, Cham

    Year of Publication:  2021

    Book Link:  Home Page Url