Chaotic Meta-heuristic Algorithms for Optimal Design of Structures / by Ali Kaveh, Hossein Yousefpoor.

Format:

Book

Author/Creator:

Kaveh, A. (Ali), 1948- author.

Yousefpoor, Hossein, author.

Series:

Studies in Computational Intelligence, 1860-9503 ; 1129

Language:

English

Subjects (All):

Computational intelligence.

Mathematical optimization.

Computational Intelligence.

Optimization.

Local Subjects:

Computational Intelligence.

Optimization.

Physical Description:

1 online resource (349 pages)

Edition:

1st ed. 2024.

Place of Publication:

Cham : Springer Nature Switzerland : Imprint: Springer, 2024.

Summary:

In this book, various chaos maps are embedded in eleven efficient and well-known metaheuristics and a significant improvement in the optimization results is achieved. The two basic steps of metaheuristic algorithms consist of exploration and exploitation. The imbalance between these stages causes serious problems for metaheuristic algorithms, which are immature convergence and stopping in local optima. Chaos maps with chaotic jumps can save algorithms from being trapped in local optima and lead to convergence toward global optima. Embedding these maps in the exploration phase, exploitation phase, or both simultaneously corresponds to three efficient and useful scenarios. By creating competition between different modes and increasing diversity in the search space and creating sudden jumps in the search phase, improvements are achieved for chaotic algorithms. Four Chaotic Algorithms, including Chaotic Cyclical Parthenogenesis Algorithm, Chaotic Water Evaporation Optimization, Chaotic Tug-of-War Optimization, and Chaotic Thermal Exchange Optimization are developed.

Contents:

Introduction

Chaotic Maps and Meta-Heuristic Algorithms

Chaotic Cyclical Parthenogenesis Algorithm

Chaotic Teaching Learning-Based Optimization

Chaotic Biogeography Based Optimization

Chaotic Differential Evolution

Chaotic Water Evaporation Optimization

Chaotic Artificial Bees Colony

Chaotic Imperialist Competitive Algorithm.

Notes:

Includes bibliographical references.

Other Format:

Print version: Kaveh, Ali Chaotic Meta-Heuristic Algorithms for Optimal Design of Structures

ISBN:

3-031-48918-7