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S. Pattnaik

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Review Open access Sep 2026

Improvement in ensemble-based localized rainfall forecast skills over the Indian northwestern Himalaya states using initial states from a high-resolution land data assimilation system

Heavy rainfall events (HREs) during the summer monsoon (2023) have caused severe flooding and significant socio-economic losses, particularly in the mountainous regions of Himachal Pradesh and Uttarakhand. During August 12–16, 2023, these states experienced one of the most historic HREs. Accurately forecasting such eve...

V. Vishwakarma, C. Satapathy, S. Pattnaik et al. · 0 citations

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