Kuok / Rahman

Metaheuristic Algorithms and Neural Networks in Hydrology

Cambridge Scholars Publishing

ISBN 978-1-03-640804-6

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Bibliografische Daten

Buch. Hardcover

2024

In englischer Sprache

Umfang: 230 S.

Verlag: Cambridge Scholars Publishing

ISBN: 978-1-03-640804-6

Produktbeschreibung

This book summarizes the latest research and developments related to the application of nature-inspired metaheuristic algorithms coupled with artificial neural networks (ANNs) in hydrology. The book covers the theoretical foundations, models and methods, structure, frameworks and analysis of applying novel ANNs in hydrology. It starts with the introduction of ANNs as a black box model, followed by the coupling of various metaheuristic algorithms with ANNs to form novel neural network models for solving real-world problems in hydrology, including Particle Swarm Optimization (PSO) for rainfall-runoff modeling, Bat Optimization (Bat) and Cuckoo Search Optimization (CSO) for future rainfall prediction, the Whale Optimization Algorithm (WOA) and Salp Swarm Optimization (SSO) for future water level prediction, Grey Wolf Optimization (GWO), Multi-Verse Optimization (MVO), the Sine Cosine Algorithm (SCA) and the Hybrid Sine Cosine and Fitness Dependent Optimizer (SC-FDO) for imputing missing rainfall data.

Autorinnen und Autoren

Produktsicherheit

Hersteller

Libri GmbH

Europaallee 1
36244 Bad Hersfeld, DE

gpsr@libri.de

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