Saptarshi Mondal, Rupsha Roy

Broschiertes Buch

Next-Gen Weather Forecasting: Deep Learning and Data Analysis

A hybrid LSTM and physics-guided framework using multimodal data for accurate weather prediction

Beschreibung

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.

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.

Produktdetails

• Verlag: Lap Lambert Academic Publishing
• Seitenzahl: 52
• Erscheinungstermin: 8. August 2025
• Englisch
• Abmessung: 220mm x 150mm x 4mm
• Gewicht: 96g
• ISBN-13: 9786207998210
• ISBN-10: 6207998219
• Artikelnr.: 75471355