Transformer based models with hierarchical graph representations for enhanced climate forecasting

Transformer based models with hierarchical graph representations for enhanced climate forecasting

Abstract Accurate climate predictions are essential for agriculture, urban planning, and disaster management. Traditional forecasting methods often struggle with regional accuracy, computational demands, and scalability. This study proposes a Transformer-based deep learning model for daily temperatu...

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Bibliographic Details
Main Authors: T. Bhargava Ramu, Raviteja Kocherla, G. N. V. G. Sirisha, V. Lakshmi Chetana, P. Vidya Sagar, R. Balamurali, Nanditha Boddu
Format: Article
Language:English
Published: Nature Portfolio 2025-07-01
Series:Scientific Reports
Subjects:
Transformer-based forecasting
Hierarchical graph modeling
Climate prediction
Feature optimization
Deep learning
Online Access:https://doi.org/10.1038/s41598-025-07897-4
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