Papers Climate Projection
“Climate Projection” 태그가 달린 논문 5편 · 필터 해제
Dynamical-generative downscaling of climate model ensembles
Regional high-resolution climate projections are crucial for many applications, such as agriculture, hydrology, and natural hazard risk assessment. Dynamical downscaling, the state-of-the-art method to produce localized …
Climate ProjectionmodelClimate-Driven Doubling of U.S. Maize Loss Probability: Interactive Simulation with Neural Network Monte Carlo
Climate change not only threatens agricultural producers but also strains related public agencies and financial institutions. These important food system actors include government entities tasked with insuring grower liv…
Climate ProjectionDIRESA, a distance-preserving nonlinear dimension reduction technique based on regularized autoencoders
In meteorology, finding similar weather patterns or analogs in historical datasets can be useful for data assimilation, forecasting, and postprocessing. In climate science, analogs in historical and climate projection da…
Climate ProjectionDimensionality ReductionClimateSet: A Large-Scale Climate Model Dataset for Machine Learning
Climate models have been key for assessing the impact of climate change and simulating future climate scenarios. The machine learning (ML) community has taken an increased interest in supporting climate scientists' effor…
Climate ProjectionSpatial Projection of Multiple Climate Variables using Hierarchical Multitask Learning
Future projection of climate is typically obtained by combining outputs from multiple Earth System Models (ESMs) for several climate variables such as temperature and precipitation. While IPCC has traditionally used a si…
Climate Projection