Weakening Moisture Supply and Warming Reduce Extreme Rainfall‐Driven Snowmelt Events Over the Southeast Tibetan Plateau Based on Convection‐Permitting WRF Simulations

Abstract Rapid snowmelt process, including rain‐on‐snow (ROS) events, can trigger flooding and related hazards in high mountains, yet snowmelt characteristics across the Southeast Tibetan Plateau (SETP) remain underexplored because of data scarcity. We utilized optimized 4 km convection‐permitting Weather Research and Forecasting (WRF) dynamical downscaling simulations, driven by ERA5 reanalysis, to investigate the variability of ROS water available for runoff (SM ROS , snowmelt plus rainfall on ROS days) over the SETP from 1995 to 2024. WRF reproduced daily mean air temperature, precipitation, and snow depth with reasonable accuracy (RMSE: 1.98°C/day, 1.32 mm/day, and 0.35 cm/day, respectively). Monsoon‐season accumulated SM ROS reached 623.84 mm (64.3% of the annual 970.91 mm), while extreme SM ROS days averaged 4.75 (85.59% of the annual 5.55 days), and activity was concentrated at 4,500–6,000 m. Accumulated SM ROS peaked in May, preceding the peak in extreme SM ROS frequency in June. The long‐term annual decline was driven primarily by monsoon‐season changes. Specifically, monsoon‐season accumulated SM ROS and extreme SM ROS frequency decreased by 44.88 mm/decade and 0.54 days/decade, compared with annual trends of 48.07 mm/decade and 0.52 days/decade, respectively ( p < 0.05). Net moisture supply during the monsoon season decreased by 1.78 × 10 6 kg s −1 /decade from weaker southern inflow and stronger northward export, contributing to declines in precipitation (−70.56 mm/decade) and rainfall (−60.77 mm/decade; p < 0.05). Meanwhile, near‐surface warming (0.29°C/decade, p < 0.01) reduced the snowfall fraction and snowmelt. These changes drove significant declines in the accumulated SM ROS amount and extreme SM ROS frequency, highlighting joint moisture‐supply and warming controls on regional ROS‐related runoff generation.

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Publication Details

Journal
Journal of Geophysical Research Atmospheres
Published
2026-05-18
DOI
https://doi.org/10.1029/2025jd045836
Primary Topic
Cryospheric studies and observations
Type
article
Field-Weighted Citation Impact
0.00

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article

Weakening Moisture Supply and Warming Reduce Extreme Rainfall‐Driven Snowmelt Events Over the Southeast Tibetan Plateau Based on Convection‐Permitting WRF Simulations

Yiding Bao, Li Li, Zongji Yang, Congxi Fang et al.
Journal of Geophysical Research Atmospheres
Cryospheric studies and observations
article

Weakening Moisture Supply and Warming Reduce Extreme Rainfall‐Driven Snowmelt Events Over the Southeast Tibetan Plateau Based on Convection‐Permitting WRF Simulations

Yiding Bao, Li Li, Zongji Yang, Congxi Fang, Xi Chen, Qiang Zou, Chaojun Ouyang, Philippe De Maeyer, Zhaojun Zheng, Rafiq Hamdi, Tao Yang
article en

Abstract

Abstract Rapid snowmelt process, including rain‐on‐snow (ROS) events, can trigger flooding and related hazards in high mountains, yet snowmelt characteristics across the Southeast Tibetan Plateau (SETP) remain underexplored because of data scarcity. We utilized optimized 4 km convection‐permitting Weather Research and Forecasting (WRF) dynamical downscaling simulations, driven by ERA5 reanalysis, to investigate the variability of ROS water available for runoff (SM ROS , snowmelt plus rainfall on ROS days) over the SETP from 1995 to 2024. WRF reproduced daily mean air temperature, precipitation, and snow depth with reasonable accuracy (RMSE: 1.98°C/day, 1.32 mm/day, and 0.35 cm/day, respectively). Monsoon‐season accumulated SM ROS reached 623.84 mm (64.3% of the annual 970.91 mm), while extreme SM ROS days averaged 4.75 (85.59% of the annual 5.55 days), and activity was concentrated at 4,500–6,000 m. Accumulated SM ROS peaked in May, preceding the peak in extreme SM ROS frequency in June. The long‐term annual decline was driven primarily by monsoon‐season changes. Specifically, monsoon‐season accumulated SM ROS and extreme SM ROS frequency decreased by 44.88 mm/decade and 0.54 days/decade, compared with annual trends of 48.07 mm/decade and 0.52 days/decade, respectively ( p < 0.05). Net moisture supply during the monsoon season decreased by 1.78 × 10 6 kg s −1 /decade from weaker southern inflow and stronger northward export, contributing to declines in precipitation (−70.56 mm/decade) and rainfall (−60.77 mm/decade; p < 0.05). Meanwhile, near‐surface warming (0.29°C/decade, p < 0.01) reduced the snowfall fraction and snowmelt. These changes drove significant declines in the accumulated SM ROS amount and extreme SM ROS frequency, highlighting joint moisture‐supply and warming controls on regional ROS‐related runoff generation.

Journal of Geophysical Research AtmospheresVol. 131(10)
Royal Meteorological Institute of Belgium (BE), China Meteorological Administration (CN), Chinese Academy of Sciences (CN), Ghent University (BE), Xinjiang Institute of Ecology and Geography (CN), Institute of Mountain Hazards and Environment (CN), Zhejiang University of Technology (CN)
National Natural Science Foundation of China
Openalex Percentile: Top 5%
Cryospheric studies and observations
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