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Publications Citing CYGNSS Data

Browse a list of published papers that cite data collected by NASA's Cyclone Global Navigation Satellite System (CYGNSS).

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Global methane emissions rebounded in 2024 despite a deceleration in atmospheric growth Surface Water Processes/Measurements
GNSS Reception at the Moon: First Results of the Lunar GNSS Receiver Experiment (LuGRE) Radar Cross-Section, Radar Reflectivity
Quantitative Analysis of Terrain Controls on Land GNSS-R Coherence Radar Cross-Section, Radar Reflectivity
Optimal Planning and Machine Learning for Responsive Tracking and Enhanced Forecasting of Wildfires Using a Spacecraft Constellation Soil Moisture/Water Content
Variable-Rate DDM Compression Using Modulated Autoencoder with Window-Based Attention SENSOR COUNTS
MultTransNet: A Novel Multimodal Transformer Network for Retrieving Significant Wave Height Using GNSS-R Data Radar Cross-Section, Radar Reflectivity, SIGMA NAUGHT, Flight Data Logs
20192024 trends in African livestock and wetland emissions as contributors to the global methane rise Surface Water Processes/Measurements
A Hybrid Physics-Guided Machine Learning for Soil Moisture Monitoring and Drought Assessment From CYGNSS in Complex Terrain Surface Pressure, Heat Flux, Longwave Radiation, Shortwave Radiation, Surface Temperature, Humidity, Evapotranspiration, Surface Winds, Rain, Precipitation Rate, Snow, Soil Moisture/Water Content, Soil Temperature, Land Surface Temperature, Snow Water Equivalent, Runoff, RADAR IMAGERY, Terrain Elevation, Topographical Relief Maps, Digital Elevation/Terrain Model (DEM), Vegetation Index, Normalized Difference Vegetation Index (NDVI), Enhanced Vegetation Index (EVI), Brightness Temperature, Surface Soil Moisture, Radar Cross-Section, Radar Reflectivity
A Framework for Winter Wheat Soil Moisture Retrieval Based on UAV Remote Sensing and AutoML Soil Moisture/Water Content
AI Insights for Wind Speed Retrieval from GNSS Reflectometry Radar Cross-Section, Radar Reflectivity
An Estimate of Effective Resolution for CYGNSS Surface Water Detection Revealed by Comparison with Multi-sensor Optical Data Radar Cross-Section, Radar Reflectivity
Automated Machine Learning-Based Detection of Marine Plastic Pollution Using Sentinel-2 Imagery and Google Earth Engine Along the Odisha Coastline MICROPLASTIC CONCENTRATION
Datasets for wind energy forecasting applications: A comprehensive Convergence/Divergence, Vorticity, Surface Winds, Wind Stress, WIND VELOCITY/SPEED, Ocean Currents, Planetary Boundary Layer Height, Sea Surface Temperature, Surface Temperature, Surface Winds, Air Temperature, Precipitation Rate, Wind Direction, Relative Humidity, Surface Winds, Surface Winds, Radar Cross-Section, Surface Winds, Radar Reflectivity, Surface Winds, Sea Surface Temperature, Sea Surface Temperature
Enhancing 3 km soil moisture retrieval: data fusion of SMAP brightness temperature with GNSS-R reflectivity from Spire and CYGNSS Land Use/Land Cover Classification, Plant Phenology, Enhanced Vegetation Index (EVI), Brightness Temperature, Radar Cross-Section, Radar Reflectivity
Ocean Surface Wind Speed Estimation From GNSS-R Data Using Physics-Informed Attention-Aided Convolutional Neural Network Radar Cross-Section, Radar Reflectivity
Multimodal GNSS-R self-supervised learning as a generalist Earth surface Radar Cross-Section, Radar Reflectivity
Limited evidence that tropical inundation and precipitation powered the 20202022 methane surge Precipitation, Rain, Precipitation Amount, Precipitation Rate, Snow, METHANE FLUX, Surface Water Processes/Measurements
Measuring river slope using spaceborne GNSS reflectometry: Methodology and first performance assessment Rivers/Streams, Surface Water Processes/Measurements, Lakes/Reservoirs, Radar Cross-Section, Radar Reflectivity, SENSOR COUNTS
Investigation of the global influence of surface roughness on spaceborne GNSSR observations Land Use/Land Cover Classification, Radar Cross-Section, Radar Reflectivity, Brightness Temperature, Soil Moisture/Water Content
Hybrid CNN-Transformer Network With a Weighted MSE Loss for Global Sea Surface Wind Speed Retrieval From GNSS-R Data Radar Cross-Section, Radar Reflectivity
Regional classification and logistic regression modeling for surface freeze/thaw detection on the Qinghai-Tibet Plateau using CYGNSS data Reflectance, Normalized Difference Vegetation Index (NDVI), Enhanced Vegetation Index (EVI), Radar Cross-Section, Radar Reflectivity
Recent Development and Innovative Tools for Climate and Hydrological Data Collection and Analysis in the Abbay Basin Reforestation, Terrestrial Ecosystems, Permafrost, Rock Glaciers, Glacier Elevation/Ice Sheet Elevation, Glacier Motion/Ice Sheet Motion, Glacier Thickness/Ice Sheet Thickness, Glacier Topography/Ice Sheet Topography, Glaciers, Ice Sheets, Icebergs, Ice Deformation, Ice Depth/Thickness, Ice Edges, Ice Extent, Ice Floes, Ice Growth/Melt, Ice Roughness, Ice Temperature, Ice Types, Icebergs, Leads, Pack Ice, Polynyas, Reflectance, Sea Ice Motion, Ice Extent, Ice Growth/Melt, Ice Motion, Ice Velocity, Lake Ice, Permafrost, River Ice, Snow Cover, Landslides, Aeolian Landforms, Coastal Landforms, Fluvial Landforms, Glacial Landforms, Karst Landforms, Tectonic Landforms, Land Use/Land Cover Classification, Landscape Ecology, Landscape Patterns, Landscape Processes, Reforestation, Surface Roughness, Terrain Elevation, Topographic Effects, Barrier Islands, Beaches, Deltas, Dunes, Estuaries, Fjords, Inlets, Lagoons, Mangroves, Marshes, Rocky Coasts, Shorelines, Wind Waves, Surface Winds, Ice Deformation, Ice Depth/Thickness, Ice Edges, Ice Extent, Ice Floes, Ice Roughness, Ice Types, Icebergs, Leads, Pack Ice, Polynyas, Sea Ice Motion, Glacial Landforms, Caldera, Cinder Cone, Faults, Folds, Geyser, Graben, Horst, Lava Dome, Lava Plain, Maar, Mountains, Plateau, Ridge, Rift Valley, Tuya, Volcano, Tectonic Landforms, Earthquakes, Plate Tectonics, Volcanic Activity, Glacier Elevation/Ice Sheet Elevation, Glacier Motion/Ice Sheet Motion, Glacier Topography/Ice Sheet Topography, Glaciers, Ice Sheets, Icebergs, Ice Extent, Ice Growth/Melt, Ice Motion, Ice Velocity, Lake Ice, Permafrost, River Ice, Soil Moisture/Water Content
Remotely Sensed High-Resolution Soil Moisture and Evapotranspiration: Surface Soil Moisture, Brightness Temperature
Retrieval of Sea Surface Wind Speed From CYGNSS Data in Tropical Cyclone Conditions Using Physics-Guided Artificial Neural Network and Storm-Centric Coordinate Information Radar Cross-Section, Radar Reflectivity, Wind Direction, Wind Speed
Spaceborne GNSS-R Bistatic Radar Remote Sensing, CYGNSS, and Future Missions Soil Moisture/Water Content, Surface Water Processes/Measurements