Next-Gen Weather Forecasting: Deep Learning and Data Analysis: A hybrid LSTM and physics-guided framework using multimodal data for accurate weather prediction - Softcover

Mondal, Saptarshi; Roy, Rupsha

 
9786207998210: Next-Gen Weather Forecasting: Deep Learning and Data Analysis: A hybrid LSTM and physics-guided framework using multimodal data for accurate weather prediction
Softcover
ISBN 10: 6207998219 ISBN 13: 9786207998210
Verlag: LAP LAMBERT Academic Publishing, 2025

Inhaltsangabe

This book delivers an end-to-end, science-driven methodology for next-generation weather forecasting by integrating deep learning methods with physically based climate models. This book proposes a hybrid model incorporating multimodal data fusion, temporal sequence learning, and physics-constrained neural networks to improve forecast accuracy and credibility by a substantial margin.Using ground station, satellite, global reanalysis system, and IoT-based data, the framework resolves the spatial and temporal disconnects plaguing traditional prediction systems.

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Über die Autorin bzw. den Autor

Saptarshi Mondal, B.Tech CSE (AIML) 3rd year student at Adamas University, has published a Springer paper on AI for disabled assistance. Rupsha Roy, B.Sc (Hons) Agriculture 3rd year student at Adamas University, focuses on climate-resilient farming. Both collaborate on AI-driven weather forecasting research.

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Verlag
LAP LAMBERT Academic Publishing
Erscheinungsdatum
2025
Sprache
Englisch
ISBN 10 
6207998219
ISBN 13 
9786207998210
Einband
Taschenbuch
Anzahl der Seiten
52
Kontakt zum Hersteller
preigu GmbH & Co. KG
mail@preigu.de

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