4 papers · 1 filter
Sonny: Breaking the Compute Wall in Medium-Range Weather Forecasting
Minjong Cheon
Weather forecasting is a fundamental problem for protecting lives and infrastructure from high-impact atmospheric events. Recently, data-driven weather forecasting methods based on…
AtmosMJ: Revisiting Gating Mechanism for AI Weather Forecasting Beyond the Year Scale
Minjong Cheon
The advent of Large Weather Models (LWMs) has marked a turning point in data-driven forecasting, with many models now outperforming traditional numerical systems in the medium rang…
Mjölnir: A Deep Learning Parametrization Framework for Global Lightning Flash Density
Minjong Cheon
Recent advances in AI-based weather forecasting models, such as FourCastNet, Pangu-Weather, and GraphCast, have demonstrated the remarkable ability of deep learning to emulate comp…
Advancing Meteorological Forecasting: AI-based Approach to Synoptic Weather Map Analysis
Yo-Hwan Choi, Seon-Yu Kang, Minjong Cheon
As global warming increases the complexity of weather patterns; the precision of weather forecasting becomes increasingly important. Our study proposes a novel preprocessing method…