Search Results - "Carver, Rob"

Deep learning for twelve hour precipitation forecasts by Espeholt, Lasse, Agrawal, Shreya, Sønderby, Casper, Kumar, Manoj, Heek, Jonathan, Bromberg, Carla, Gazen, Cenk, Carver, Rob, Andrychowicz, Marcin, Hickey, Jason, Bell, Aaron, Kalchbrenner, Nal

“…Existing weather forecasting models are based on physics and use supercomputers to evolve the atmosphere into the future. Better physics-based forecasts…”
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WeatherBench 2: A Benchmark for the Next Generation of Data‐Driven Global Weather Models by Rasp, Stephan, Hoyer, Stephan, Merose, Alexander, Langmore, Ian, Battaglia, Peter, Russell, Tyler, Sanchez‐Gonzalez, Alvaro, Yang, Vivian, Carver, Rob, Agrawal, Shreya, Chantry, Matthew, Ben Bouallegue, Zied, Dueben, Peter, Bromberg, Carla, Sisk, Jared, Barrington, Luke, Bell, Aaron, Sha, Fei

“…WeatherBench 2 is an update to the global, medium‐range (1–14 days) weather forecasting benchmark proposed by (Rasp et al., 2020,…”
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A probabilistic framework for learning non-intrusive corrections to long-time climate simulations from short-time training data by Sorensen, Benedikt Barthel, Zepeda-Núñez, Leonardo, Lopez-Gomez, Ignacio, Wan, Zhong Yi, Carver, Rob, Sha, Fei, Sapsis, Themistoklis

“…Chaotic systems, such as turbulent flows, are ubiquitous in science and engineering. However, their study remains a challenge due to the large range scales,…”
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SEEDS: Emulation of Weather Forecast Ensembles with Diffusion Models by Li, Lizao, Carver, Rob, Lopez-Gomez, Ignacio, Sha, Fei, Anderson, John

“…Uncertainty quantification is crucial to decision-making. A prominent example is probabilistic forecasting in numerical weather prediction. The dominant…”
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A Machine Learning Outlook: Post-processing of Global Medium-range Forecasts by Agrawal, Shreya, Carver, Rob, Gazen, Cenk, Maddy, Eric, Krasnopolsky, Vladimir, Bromberg, Carla, Ontiveros, Zack, Russell, Tyler, Hickey, Jason, Boukabara, Sid

“…Post-processing typically takes the outputs of a Numerical Weather Prediction (NWP) model and applies linear statistical techniques to produce improve…”
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WeatherBench 2: A benchmark for the next generation of data-driven global weather models by Rasp, Stephan, Hoyer, Stephan, Merose, Alexander, Langmore, Ian, Battaglia, Peter, Russel, Tyler, Sanchez-Gonzalez, Alvaro, Yang, Vivian, Carver, Rob, Agrawal, Shreya, Chantry, Matthew, Bouallegue, Zied Ben, Dueben, Peter, Bromberg, Carla, Sisk, Jared, Barrington, Luke, Bell, Aaron, Sha, Fei

“…WeatherBench 2 is an update to the global, medium-range (1-14 day) weather forecasting benchmark proposed by Rasp et al. (2020), designed with the aim to…”
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