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Metaheuristic Computation with MATLAB

Metaheuristic Computation with MATLAB

Interesting Research Book in Metaheuristic Computation with MATLAB

Author(s) Name:  Erik Cuevas, Alma Rodriguez

About the Book:

   Metaheuristic algorithms are considered as generic optimization tools that can solve very complex problems characterized by having very large search spaces. Metaheuristic methods reduce the effective size of the search space through the use of effective search strategies.
   The material has been written from a teaching perspective and, for this reason, this book is primarily intended for undergraduate and postgraduate students of artificial intelligence, metaheuristic methods, and/or evolutionary computation. The objective is to bridge the gap between metaheuristic techniques and complex optimization problems that profit from the convenient properties of metaheuristic approaches. Therefore, engineer practitioners who are not familiar with metaheuristic computation will appreciate that the techniques discussed are beyond simple theoretical tools, since they have been adapted to solve significant problems that commonly arise in such areas.

Table of Contents

  • Introduction and Main Concepts
  • Genetic Algorithms (GA)
  • Evolutionary Strategies (ES)
  • Moth–Flame Optimization (MFO) Algorithm
  • Differential Evolution (DE)
  • Particle Swarm Optimization (PSO) Algorithm
  • Artificial Bee Colony (ABC) Algorithm
  • Cuckoo Search (CS) Algorithm
  • Metaheuristic Multimodal Optimization
  • ISBN:  9780367438869

    Publisher:  Taylor & Francis Group

    Year of Publication:  2020

    Book Link:  Home Page Url