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Development and Interpretation of a Neural-Network-Based Synthetic Radar Reflectivity Estimator Using GOES-R Satellite Observations

Journal of applied meteorology and climatology, 2021-01, Vol.60 (1), p.3-21

2021

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How Much More Rain Will Global Warming Bring?

Science (American Association for the Advancement of Science), 2007-07, Vol.317 (5835), p.233-235

2007

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Tropical Cyclone Rainfall Estimates from FY-3B MWRI Brightness Temperatures Using the WS Algorithm

Remote sensing (Basel, Switzerland), 2018-11, Vol.10 (11), p.1770

2018

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Deep Learning for Precipitation Retrievals Using ABI and GLM Measurements on the GOES-R Series

IEEE transactions on geoscience and remote sensing, 2023, Vol.61, p.1-14

2023

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Towards objective identification and tracking of convective outflow boundaries in next-generation geostationary satellite imagery

Atmospheric measurement techniques, 2020-04, Vol.13 (3), p.1593-1608

2020

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Machine Learning Estimation of Fire Arrival Time from Level-2 Active Fires Satellite Data

Remote sensing (Basel, Switzerland), 2021-06, Vol.13 (11), p.2203

2021

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Satellite-based global-ocean mass balance estimates of interannual variability and emerging trends in continental freshwater discharge

Proceedings of the National Academy of Sciences - PNAS, 2010-10, Vol.107 (42), p.17916-17921

2010

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Ocean Vector Winds From WindSat Two-Look Polarimetric Radiances

IEEE transactions on geoscience and remote sensing, 2016-02, Vol.54 (2), p.918-931

2016

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In situ validation of sea surface temperatures from the GCOM-W1 AMSR2 RSS calibrated brightness temperatures

Journal of geophysical research. Oceans, 2015-05, Vol.120 (5), p.3567-3585

2015

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Leveraging spatiotemporal information in meteorological image sequences: From feature engineering to neural networks

Environmental Data Science, 2023, Vol.2, Article e31

2023

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Analysis of methods for assimilating fire perimeters into a coupled fire-atmosphere model

Frontiers in Forests and Global Change, 2023-11, Vol.6

2023

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Validating GOES Radar Estimation via Machine Learning to Inform NWP (GREMLIN) Product over CONUS

Journal of applied meteorology and climatology, 2024-03, Vol.63 (3), p.471-486

2024

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The outlook for AI weather prediction

Nature (London), 2023-07, Vol.619 (7970), p.473-474

2023

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Evaluation, Tuning, and Interpretation of Neural Networks for Working with Images in Meteorological Applications

Bulletin of the American Meteorological Society, 2020-12, Vol.101 (12), p.E2149-E2170

2020

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Retrieval of boundary layer precipitable water from GOES ABI using machine learning techniques

Journal of applied meteorology and climatology, 2024-09

2024

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Understanding Spatial Context in Convolutional Neural Networks Using Explainable Methods: Application to Interpretable GREMLIN

Artificial intelligence for the earth systems, 2023-07, Vol.2 (3)

Hilburn, Kyle A.

2023

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What Did My Neural Network Learn? Using Neural Networks to Work with Meteorological Images

Bulletin of the American Meteorological Society, 2022-06, Vol.103 (6), p.427

2022

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Geostationary Lightning Mapper and Earth Networks Lightning Detection Over the Contiguous United States and Dependence on Flash Characteristics

Journal of geophysical research. Atmospheres, 2019-11, Vol.124 (21), p.11552-11567

2019

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Precipitation Retrieval Using ABI and GLM Measurements on the GOES-R Series

2023 United States National Committee of URSI National Radio Science Meeting (USNC-URSI NRSM), 2023, p.214-215

2023

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An Evaluation of NOAA Modeled and In Situ Soil Moisture Values and Variability across the Continental United States

Weather and forecasting, 2024-03, Vol.39 (3), p.523-540

2024

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Intercalibrated Passive Microwave Rain Products from the Unified Microwave Ocean Retrieval Algorithm (UMORA)

Journal of applied meteorology and climatology, 2008-03, Vol.47 (3), p.778-794

2008

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Precipitation Retrieval Using ABI and GLM Measurements on the Goes-R Series

IGARSS 2023 - 2023 IEEE International Geoscience and Remote Sensing Symposium, 2023, p.1822-1825

2023

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Observed trends in the Great Plains low-level jet and associated precipitation changes in relation to recent droughts

Geophysical research letters, 2013-12, Vol.40 (23), p.6247-6251

2013

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Development of scatterometer-derived surface pressures for the Southern Ocean

Journal of Geophysical Research - Oceans, 2003-07, Vol.108 (C7), p.3244-n/a

2003

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Gremlin: Goes Radar Estimation via Machine Learning to Inform NWP

Hilburn, Kyle Aaron

2023

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Development and Interpretation of a Neural-Network-Based Synthetic Radar Reflectivity Estimator Using GOES-R Satellite Observations

How Much More Rain Will Global Warming Bring?

Tropical Cyclone Rainfall Estimates from FY-3B MWRI Brightness Temperatures Using the WS Algorithm

Deep Learning for Precipitation Retrievals Using ABI and GLM Measurements on the GOES-R Series

Towards objective identification and tracking of convective outflow boundaries in next-generation geostationary satellite imagery

Machine Learning Estimation of Fire Arrival Time from Level-2 Active Fires Satellite Data

Satellite-based global-ocean mass balance estimates of interannual variability and emerging trends in continental freshwater discharge

Ocean Vector Winds From WindSat Two-Look Polarimetric Radiances

In situ validation of sea surface temperatures from the GCOM-W1 AMSR2 RSS calibrated brightness temperatures

Leveraging spatiotemporal information in meteorological image sequences: From feature engineering to neural networks

Analysis of methods for assimilating fire perimeters into a coupled fire-atmosphere model

Validating GOES Radar Estimation via Machine Learning to Inform NWP (GREMLIN) Product over CONUS

The outlook for AI weather prediction

Evaluation, Tuning, and Interpretation of Neural Networks for Working with Images in Meteorological Applications

Retrieval of boundary layer precipitable water from GOES ABI using machine learning techniques

Understanding Spatial Context in Convolutional Neural Networks Using Explainable Methods: Application to Interpretable GREMLIN

What Did My Neural Network Learn? Using Neural Networks to Work with Meteorological Images

Geostationary Lightning Mapper and Earth Networks Lightning Detection Over the Contiguous United States and Dependence on Flash Characteristics

Precipitation Retrieval Using ABI and GLM Measurements on the GOES-R Series

An Evaluation of NOAA Modeled and In Situ Soil Moisture Values and Variability across the Continental United States

Intercalibrated Passive Microwave Rain Products from the Unified Microwave Ocean Retrieval Algorithm (UMORA)

Precipitation Retrieval Using ABI and GLM Measurements on the Goes-R Series

Observed trends in the Great Plains low-level jet and associated precipitation changes in relation to recent droughts

Development of scatterometer-derived surface pressures for the Southern Ocean

Gremlin: Goes Radar Estimation via Machine Learning to Inform NWP

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