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A Practical Approach to Metaheuristics using LabVIEW and MATLAB®: Chapman & Hall/CRC Computer and Information Science Series

Autor Pedro Ponce-Cruz, Arturo Molina Gutiérrez, Ricardo A. Ramírez-Mendoza, Efraín Méndez Flores, Alexandro Antonio Ortiz Espinoza, David Christopher Balderas Silva
en Limba Engleză Hardback – 15 iun 2020
Metaheuristic optimization has become a prime alternative for solving complex optimization problems in several areas. Hence, practitioners and researchers have been paying extensive attention to those metaheuristic algorithms that are mainly based on natural phenomena. However, when those algorithms are implemented, there are not enough books that deal with theoretical and experimental problems in a friendly manner so this book presents a novel structure that includes a complete description of the most important metaheuristic optimization algorithms as well as a new proposal of a new metaheuristic optimization named earthquake optimization. This book also has several practical exercises and a toolbox for MATLAB® and a toolkit for LabVIEW are integrated as complementary material for this book. These toolkits allow readers to move from a simulation environment to an experimentation one very fast. This book is suitable for researchers, students, and professionals in several areas, such as economics, architecture, computer science, electrical engineering, and control systems.
The unique features of this book are as follows:
    • Developed for researchers, undergraduate and graduate students, and practitioners
    • A friendly description of the main metaheuristic optimization algorithms
    • Theoretical and practical optimization examples
    • A new earthquake optimization algorithm
    • Updated state-of-the-art and research optimization projects
The authors are multidisciplinary/interdisciplinary lecturers and researchers who have written a structure-friendly learning methodology to understand each metaheuristic optimization algorithm presented in this book.
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Specificații

ISBN-13: 9780367494261
ISBN-10: 0367494264
Pagini: 186
Ilustrații: 126
Dimensiuni: 156 x 234 x 15 mm
Greutate: 0.88 kg
Ediția:1
Editura: CRC Press
Colecția Chapman and Hall/CRC
Seria Chapman & Hall/CRC Computer and Information Science Series


Cuprins

1. Fundamental Concepts of Optimization
2. Software fundamentals for optimization
3. Basis Meaheuristic Optimization algorithms
4. Evolution Algorithms
5. Memetic Algorithms
6. Geological Optimization
7. Optimization Matlab App and Labview Toolkit
8. Equations and Ongoing Projects
 

Notă biografică

Pedro Ponce-Cruz, Arturo Molina Gutiérrez, Ricardo A. Ramírez-Mendoza, Efraín Méndez Flores, Alexandro Antonio Ortiz Espinoza, David Christopher Balderas Silva

Descriere

This book describes and implements metaheuristic algorithms, using a practical approach in which engineering problems are solved. A novel optimization algorithm, called Earthquake optimization, is presented as a main example. Since this algorithm is used for earthquake modeling, a geological optimization strategy is demonstrated.