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Metaheuristics and Optimization in Computer and Electrical Engineering

2020-11-16 Technology & Engineering
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Release : 2020-11-16
Genre : Technology & Engineering
Kind : eBook
Book Rating : 897/5 ( reviews)

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Book Synopsis Metaheuristics and Optimization in Computer and Electrical Engineering by : Navid Razmjooy

Download or read book Metaheuristics and Optimization in Computer and Electrical Engineering written by Navid Razmjooy. This book was released on 2020-11-16. Available in PDF, EPUB and Kindle. Book excerpt: The use of artificial intelligence, especially in the field of optimization is increasing day by day. The purpose of this book is to explore the possibility of using different kinds of optimization algorithms to advance and enhance the tools used for computer and electrical engineering purposes.

Metaheuristics and Optimization in Computer and Electrical Engineering

2023-11-08 Technology & Engineering
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Release : 2023-11-08
Genre : Technology & Engineering
Kind : eBook
Book Rating : 851/5 ( reviews)

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Book Synopsis Metaheuristics and Optimization in Computer and Electrical Engineering by : Navid Razmjooy

Download or read book Metaheuristics and Optimization in Computer and Electrical Engineering written by Navid Razmjooy. This book was released on 2023-11-08. Available in PDF, EPUB and Kindle. Book excerpt: This book discusses different methods of modifying the original metaheuristics and their application in computer and electrical engineering. As the race to develop advanced technology accelerates, a new era of "metaheuristics" has emerged. Through researched-based techniques and collaborative problem-solving, this book helps engineers to find efficient solutions to their engineering challenges. With the help of an expert guide and the collective knowledge of the engineering community, this comprehensive guide shows readers how to use machine learning and other AI techniques to reinvent smart engineering. From understanding the fundamentals to mastering the latest metaheuristics models, this guide provides with the skills and knowledge that need to stay ahead in the technology race. In the previous volume, authors focused on the application of original metaheuristics on electrical and computer sciences. This volume learns how AI and modified metaheuristics can be used to optimize algorithms and create more efficient electrical engineering designs. It gets insights on how data can be effectively processed and discover new techniques for creating sophisticated automation systems. It maximizes the potential of readers’ computer and electrical engineering projects with powerful metaheuristics and optimization techniques.

Metaheuristics for Robotics

2020-04-28 Computers
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Release : 2020-04-28
Genre : Computers
Kind : eBook
Book Rating : 809/5 ( reviews)

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Book Synopsis Metaheuristics for Robotics by : Hamouche Oulhadj

Download or read book Metaheuristics for Robotics written by Hamouche Oulhadj. This book was released on 2020-04-28. Available in PDF, EPUB and Kindle. Book excerpt: This book is dedicated to the application of metaheuristic optimization in trajectory generation and control issues in robotics. In this area, as in other fields of application, the algorithmic tools addressed do not require a comprehensive list of eligible solutions to effectively solve an optimization problem. This book investigates how, by reformulating the problems to be solved, it is possible to obtain results by means of metaheuristics. Through concrete examples and case studies – particularly related to robotics – this book outlines the essentials of what is needed to reformulate control laws into concrete optimization data. The resolution approaches implemented – as well as the results obtained – are described in detail, in order to give, as much as possible, an idea of metaheuristics and their performance within the context of their application to robotics.

A Practical Approach to Metaheuristics using LabVIEW and MATLAB®

2020-06-08 Computers
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Release : 2020-06-08
Genre : Computers
Kind : eBook
Book Rating : 475/5 ( reviews)

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Book Synopsis A Practical Approach to Metaheuristics using LabVIEW and MATLAB® by : Pedro Ponce-Cruz

Download or read book A Practical Approach to Metaheuristics using LabVIEW and MATLAB® written by Pedro Ponce-Cruz. This book was released on 2020-06-08. Available in PDF, EPUB and Kindle. Book excerpt: 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.

Metaheuristics for Big Data

2016-08-16 Computers
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Release : 2016-08-16
Genre : Computers
Kind : eBook
Book Rating : 602/5 ( reviews)

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Book Synopsis Metaheuristics for Big Data by : Clarisse Dhaenens

Download or read book Metaheuristics for Big Data written by Clarisse Dhaenens. This book was released on 2016-08-16. Available in PDF, EPUB and Kindle. Book excerpt: Big Data is a new field, with many technological challenges to be understood in order to use it to its full potential. These challenges arise at all stages of working with Big Data, beginning with data generation and acquisition. The storage and management phase presents two critical challenges: infrastructure, for storage and transportation, and conceptual models. Finally, to extract meaning from Big Data requires complex analysis. Here the authors propose using metaheuristics as a solution to these challenges; they are first able to deal with large size problems and secondly flexible and therefore easily adaptable to different types of data and different contexts. The use of metaheuristics to overcome some of these data mining challenges is introduced and justified in the first part of the book, alongside a specific protocol for the performance evaluation of algorithms. An introduction to metaheuristics follows. The second part of the book details a number of data mining tasks, including clustering, association rules, supervised classification and feature selection, before explaining how metaheuristics can be used to deal with them. This book is designed to be self-contained, so that readers can understand all of the concepts discussed within it, and to provide an overview of recent applications of metaheuristics to knowledge discovery problems in the context of Big Data.

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