Forecasting temperature and rainfall using deep learning for the challenging climates of Northern India.

ABSTRACT: Accurate temperature and rainfall (T&R) forecasting is vital for the climate-sensitive regions of Northern India, particularly Jammu, Kashmir, and Ladakh, where volatile weather patterns significantly affect livelihoods, socio-economic development, and disaster management efforts. Despite their importance, traditional forecasting methods often fall short due to their high computational demands and inability to provide localized, real-time predictions, leaving a critical research gap in addressing these challenges. This study addresses the need for precise and efficient T&R forecasting using deep learning-based framework tailored to the unique climatic conditions of these regions. The major research focus is to develop and evaluate a model capable of capturing complex temporal dependencies

SUBMITTER: Bukhari SNH 

PROVIDER: S-EPMC12453782 | biostudies-literature | 2025

REPOSITORIES: biostudies-literature