Innovative Metaheuristics

Innovative Metaheuristics

Dallel Nasri

83,77 €
IVA incluido
Disponible
Editorial:
KS OmniScriptum Publishing
Año de edición:
2024
Materia
Tecnología: cuestiones generales
ISBN:
9786206774389
83,77 €
IVA incluido
Disponible

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This book explores advanced metaheuristic optimization techniques developed to tackle increasingly complex real-world problems that traditional methods struggle to solve. It introduces improved versions of the Salp Swarm Algorithm (SSA) and Grasshopper Optimization Algorithm (GOA), addressing issues such as slow convergence and local optima stagnation. The first part covers the theoretical foundations and enhancements made to these algorithms, including the integration of Lévy flight and logarithmic spiral functions in SSA (ISSA) and an arithmetic crossover mechanism in GOA (IGOA). The effectiveness of these algorithms is demonstrated through their application to engineering problems, particularly multimodal challenges. The second part evaluates the capabilities of the proposed methods in real-world multi-objective optimization problems, such as performance index minimization and photovoltaic parameter estimation, providing comprehensive experimental results that highlight their superior efficiency and applicability.

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