How to Design Optimization Algorithms by Applying Natural Behavioral Patterns

Rohollah Omidvar, Behrouz Minaei Bidgoli

• Publisher: Bentham Science Publishers
• Year: 2021
• Print ISBN: 9789811459573
• eBook ISBN: 9789811459597
• Topic: Computer Science
• Subtopic: Natural Language Processing
• Index: Computer Science

How to Design Optimization Algorithms by Applying Natural Behavioral Patterns is a guide book that introduces readers to optimization algorithms based on natural language processing. Readers will learn about the basic concept of optimization, optimization algorithm fundamentals and the methods employed to formulate natural ideas and behaviors into algorithms. Readers will learn how to create their own algorithm from the information provided in the text. The book is a simple reference for students and programming enthusiasts who are interested in learning about optimization and the process of designing algorithms designed to mimic natural phenomena. The information will also benefit engineers who are learning about optimization techniques.

How to Formulate Natural Ideas in Several Algorithms

Rohollah Omidvar, Behrouz Minaei Bidgoli

Abstract

This chapter introduces examples of nature-inspired algorithms presented by authors in recent years. These algorithms all use the source of nature, and the nature and behaviour of some animals are the main basis of these algorithms. These algorithms show the orderly behaviour of some natural animals and show how this targeted order becomes an algorithm. Understanding these algorithms can help the reader understand how to transform the idea of ​​nature into meaningful equations. We present some examples of these algorithms in this chapter to familiarize the reader with the order in some natural animals. Also, in this chapter, we can understand how to transform this natural order into meaningful equations. These meaningful equations are introduced in the form of an optimization algorithm. In this chapter, the algorithm SSPCO that inspired by the behaviour of See-see partridge chickens, SSPCO algorithm based on chaotic population, data clustering using algorithm SSPCO algorithm, data clustering with algorithm chaotic SSPCO, Solving the Travelling salesman problem with the help of SSPCO algorithm, escape from hunter particle swarm optimization algorithm and birds algorithm based on classical condition learning, provided. In this chapter, we are going to introduce the reader to a nu...

Table of contents

• Welcome
• Table of Content
• Title
• BENTHAM SCIENCE PUBLISHERS LTD.
• FOREWORD
• PREFACE
• DEDICATION
• Introduction to Optimization
• Nature and Optimization Algorithms
• How to Formulate Natural Ideas in Several Algorithms
• How to Transform the Behaviour in Nature into the Algorithm
• Conclusion
• References