Metaheuristic Optimization Algorithms: Optimizers, Analysis, and Applications

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Metaheuristic Optimization Algorithms: Optimizers, Analysis, and Applications presents the most recent optimization algorithms and their applications across a wide range of scientific and engineering research fields. Metaheuristic Optimization Algorithms have become indispensable tools, with applications in data analysis, text mining, classification problems, computer vision, image analysis, pattern recognition, medicine, and many others. Most complex systems problems involve a continuous flow of data that makes it impossible to manage and analyze manually. The outcome depends on the processing of high-dimensional data, most of it irregular and unordered, present in various forms such as text, images, videos, audio, and graphics. The authors of Meta-Heuristic Optimization Algorithms provide readers with a comprehensive overview of eighteen optimization algorithms to address this complex data, including Particle Swarm Optimization Algorithm, Arithmetic Optimization Algorithm, Whale Optimization Algorithm, and Marine Predators Algorithm, along with new and emerging methods such as Aquila Optimizer, Quantum Approximate Optimization Algorithm, Manta-Ray Foraging Optimization Algorithm, and Gradient Based Optimizer, among others. Each chapter includes an introduction to the modeling concepts used to create the algorithm, followed by the mathematical and procedural structure of the algorithm, associated pseudocode, and real-world case studies to demonstrate how each algorithm can be applied to a variety of scientific and engineering solutions.

Contenu

1. Particle Swarm Optimization Algorithm: Analysis and Applications
   
   2. Social spider optimization algorithm: Analysis and Applications
   3. Animal Migration Optimization Algorithm: Analysis And Applications
   4. Cuckoo Search Algorithm: Analysis and Applications
   5. Teaching Learning Based Optimization Algorithm: Analysis and Applications
   6. Arithmetic Optimization Algorithm: Analysis and Applications
   7. Aquila Optimizer: Algorithm, Analysis, and Applications
   8. Whale Optimization Algorithm: Analysis and Applications
   9. Spider Monkey Optimization Algorithm: Analysis and Applications
   10. Marine Predators Algorithm: Analysis and Applications
   11. Quantum Approximate Optimization Algorithm: Analysis and Applications
   12. Crow Search Algorithm: Analysis and Applications
   13. Henry Gas Solubility Optimization Algorithm: Analysis and Applications
   14. Manta-Ray Foraging Optimization: Algorithm, Analysis, and Applications
   15. Moth-flame Optimization Algorithm: Analysis and Applications
   16. Gradient Based Optimizer: Analysis and Application of Berry Soft-ware Product
   17. Krill Herd (KH) Algorithm: Analysis and Applications
   18. Salp Swarm Algorithm: Optimization, Analysis, and Applications