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Doyi Kim

4 accepted papers

2025

Data-driven Precipitation Nowcasting Using Satellite Imagery

AAAI 2025technical

Accurate precipitation forecasting is crucial for early warnings of disasters, such as floods and landslides. Traditional forecasts rely on ground-based radar systems, which are space-constrained and have high maintenance costs. Consequently, most developing countries depend on a global numerical mo…

2024

Long-Term Typhoon Trajectory Prediction: A Physics-Conditioned Approach Without Reanalysis Data

ICLR 2024spotlight

In the face of escalating climate changes, typhoon intensities and their ensuing damage have surged. Accurate trajectory prediction is crucial for effective damage control. Traditional physics-based models, while comprehensive, are computationally intensive and rely heavily on the expertise of forec…

Cited by 4SourcePDFScholar
2024

Probabilistic Weather Forecasting with Deterministic Guidance-based Diffusion Model

ECCV 2024poster

"Weather forecasting requires both deterministic outcomes for immediate decision-making and probabilistic results for assessing uncertainties. However, deterministic models may not fully capture the spectrum of weather possibilities, and probabilistic forecasting can lack the precision needed for sp…