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Quantifying the uncertainty in passive microwave snow water equivalent observations

https://doi.org/10.1016/j.rse.2004.09.012

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Outgoing claims: the papers this work cites, builds on, or argues with.

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EFFECTS OF FOREST ON THE SNOW PARAMETERS DERIVED FROM MICROWAVE MEASUREMENTS DURING THE BOREAS WINTER FIELD CAMPAIGN

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Passive microwave signatures of landscapes in winter

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Remote Sensing in Geology

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Passive microwave remote and in situ measurements of artic and subarctic snow covers in Alaska

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Snow water equivalent estimation by microwave radiometry

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Microwave snow signatures (1.5 mm to 3 cm) over Alaska

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A perspective of Middle-Atmosphere Dynamics (MAD) studies at the New International Equatorial Observatory (NIEO)

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An earth-gridded SSM/I data set for cryospheric studies and global change monitoring

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A comparison of 18 winter seasons of in situ and passive microwave-derived snow water equivalent estimates in Western Canada

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Retrieval of Regional Snow Water Equivalent from Space-Borne Passive Microwave Observations

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Microwave Emission Model of Layered Snowpacks

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Influence of Sensor Overpass Time on Passive Microwave-Derived Snow Cover Parameters

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Detection of the Depth-Hoar Layer in the Snow-Pack of the Arctic Coastal Plain of Alaska, U.S.A., Using Satellite Data

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Microwave Emission From Snow and Glacier Ice

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Nimbus-7 SMMR Derived Global Snow Cover Parameters

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Discrimination of a wet snow cover using passive microwave satellite data

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Dense media radiative transfer theory based on quasicrystalline approximation with applications to passive microwave remote sensing of snow

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Development of a passive microwave global snow depth retrieval algorithm for Special Sensor Microwave Imager (SSM/I) and Advanced Microwave Scanning Radiometer‐EOS (AMSR‐E) data

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A comparison of modeled, remotely sensed, and measured snow water equivalent in the northern Great Plains

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A methodology for snow data assimilation in a land surface model

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Sensitivity of atmospheric response to modeled snow anomaly characteristics

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The active and passive microwave response to snow parameters: 2. Water equivalent of dry snow

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An overview of seasonal snow metamorphism

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Development of a global land cover characteristics database and IGBP DISCover from 1 km AVHRR data

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Technical note: Relief effects for passive microwave remote sensing

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Thematic mapper analysis of coniferous forest structure and composition

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Utilization of surface cover composition to improve the microwave determination of snow water equivalent in a mountain basin

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Intersensor calibration of DMSP SSM/I's: F-8 to F-14, 1987-1997

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Effects of snow crystal shape on the scattering of passive microwave radiation

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Development of a technique to assess snow-cover mapping errors from space

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A prototype AMSR-E global snow area and snow depth algorithm

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Identification of systematic bias in the cross-platform (SMMR and SSM/I) EASE-Grid brightness temperature time series

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A Seasonal Snow Cover Classification System for Local to Global Applications

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Snow Cover and Snow Mass Intercomparisons of General Circulation Models and Remotely Sensed Datasets

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Interannual Variability in Reconstructed Canadian Snow Cover, 1915–1992

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Maximum Surface Albedo of Seasonally Snow-Covered Lands in the Northern Hemisphere

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Comparison of Northern Hemisphere Snow Cover Data Sets

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Global Snow Cover Monitoring: An Update

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Derivation of Snow Water Equivalent in Boreal Forests Using Microwave Radiometry

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The Utilization of Spaceborne Microwave Radiometers for Monitoring Snowpack Properties

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Measurement and Modeling of Microwave Emission from Forested Snowfields in Michigan

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Passive and Active Microwave Studies of Wet Snowpack Properties

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Gridded North American monthly snow depth and snow water equivalent for GCM evaluation

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Assessment of the relative accuracy of hemispheric-scale snow-cover maps

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Error Propagation in Environmental Modelling with GIS

What points at this work

Incoming claims: where this work appears in other papers’ reference lists and arguments.

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Uncertainty of snow water equivalent retrieved from AMSR‐E brightness temperature in northeast Asia

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Changes in North American snowpacks for 1979–2007 detected from the snow water equivalent data of SMMR and SSM/I passive microwave and related climatic factors

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Global Snow Mass Measurements and the Effect of Stratigraphic Detail on Inversion of Microwave Brightness Temperatures

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Topography and Land Cover Effects on Snow Water Equivalent Estimation Using AMSR-E and GLDAS Data

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Examination of the impacts of vegetation on the correlation between snow water equivalent and passive microwave brightness temperature

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Validation of GlobSnow-2 snow water equivalent over Eastern Canada

inferred← citeshttps://doi.org/10.1016/j.rse.2017.05.021openalex-snapshot

Progress in space-borne studies of permafrost for climate science: Towards a multi-ECV approach

inferred← citeshttps://doi.org/10.1016/j.rse.2017.06.016openalex-snapshot

Effect of spatial variability of wet snow on modeled and observed microwave emissions

inferred← citeshttps://doi.org/10.1016/j.rse.2017.07.025openalex-snapshot

Spectral analysis of airborne passive microwave measurements of alpine snowpack: Colorado, USA

inferred← citeshttps://doi.org/10.1016/j.rse.2017.09.006openalex-snapshot

Retrieving snow and ice characteristics by remotely sensed emissivity using the multi-view brightness temperature within 8 μm to 14 μm

inferred← citeshttps://doi.org/10.1016/j.rse.2018.03.008openalex-snapshot

Support vector regression snow-depth retrieval algorithm using passive microwave remote sensing data

inferred← citeshttps://doi.org/10.1016/j.rse.2018.06.033openalex-snapshot

Multi-sensor land data assimilation: Toward a robust global soil moisture and snow estimation

inferred← citeshttps://doi.org/10.1016/j.rse.2018.07.018openalex-snapshot

Estimation of snow accumulation over frozen Arctic lakes using repeat ICESat laser altimetry observations – A case study in northern Alaska

inferred← citeshttps://doi.org/10.1016/j.rse.2019.01.041openalex-snapshot

Improved understanding of snowmelt runoff from the headwaters of China's Yangtze River using remotely sensed snow products and hydrological modeling

inferred← citeshttps://doi.org/10.1016/j.rse.2020.111668openalex-snapshot

Improvement of operational airborne gamma radiation snow water equivalent estimates using SMAP soil moisture

inferred← citeshttps://doi.org/10.1016/j.rse.2020.112280openalex-snapshot

Evaluation and blending of ATMS and AMSR2 snow water equivalent retrievals over the conterminous United States

inferred← citeshttps://doi.org/10.1016/j.rse.2021.112542openalex-snapshot

Temperature effects on L-band vegetation optical depth of a boreal forest

inferred← citeshttps://doi.org/10.1016/j.rse.2021.112630openalex-snapshot

Improving snow depth estimation by coupling HUT-optimized effective snow grain size parameters with the random forest approach

inferred← citeshttps://doi.org/10.1016/j.rse.2022.113080openalex-snapshot

Development of a global operational snow analysis: The US Air Force Snow and Ice Analysis

inferred← citeshttps://doi.org/10.1016/j.rse.2022.113187openalex-snapshot

On the effects of cloud water content on passive microwave snowfall retrievals

inferred← citeshttps://doi.org/10.1016/j.rse.2023.113712openalex-snapshot

A novel global snow depth retrieval method considering snow metamorphism and forest influence

inferred← citeshttps://doi.org/10.1016/j.rse.2025.114963openalex-snapshot

Deep learning of seasonal peak snow water content of global boreal forest and arctic using spaceborne L-band radiometry

inferred← citeshttps://doi.org/10.1016/j.scitotenv.2013.09.056openalex-snapshot

Missing (in-situ) snow cover data hampers climate change and runoff studies in the Greater Himalayas

inferred← citeshttps://doi.org/10.1016/j.scitotenv.2020.143025openalex-snapshot

Snow cover loss compounding the future economic vulnerability of western China

inferred← citeshttps://doi.org/10.1029/163gm03openalex-snapshot

Remote Sensing of Snow Cover

inferred← citeshttps://doi.org/10.1029/2006jd007209openalex-snapshot

Scanning multichannel microwave radiometer snow water equivalent assimilation

inferred← citeshttps://doi.org/10.1029/2006jd008067openalex-snapshot

Correcting first‐order errors in snow water equivalent estimates using a multifrequency, multiscale radiometric data assimilation scheme

inferred← citeshttps://doi.org/10.1029/2007gl030413openalex-snapshot

Retrieving snow mass from GRACE terrestrial water storage change with a land surface model

inferred← citeshttps://doi.org/10.1029/2007jd008589openalex-snapshot

A physical model to estimate snowfall over land using AMSU‐B observations

inferred← citeshttps://doi.org/10.1029/2007jd009232openalex-snapshot

Enhancing the estimation of continental‐scale snow water equivalent by assimilating MODIS snow cover with the ensemble Kalman filter

inferred← citeshttps://doi.org/10.1029/2007jd009559openalex-snapshot

Retrieval of snow surface microwave emissivity from the advanced microwave sounding unit

inferred← citeshttps://doi.org/10.1029/2009gl039430openalex-snapshot

Can we measure snow depth with GPS receivers?

inferred← citeshttps://doi.org/10.1029/2011wr010588openalex-snapshot

Multiscale assimilation of Advanced Microwave Scanning Radiometer–EOS snow water equivalent and Moderate Resolution Imaging Spectroradiometer snow cover fraction observations in northern Colorado

inferred← citeshttps://doi.org/10.1029/2012wr012133openalex-snapshot

Coupling the snow thermodynamic model SNOWPACK with the microwave emission model of layered snowpacks for subarctic and arctic snow water equivalent retrievals

inferred← citeshttps://doi.org/10.1029/2017wr022132openalex-snapshot

Simulation and Assimilation of Passive Microwave Data Using a Snowpack Model Coupled to a Calibrated Radiative Transfer Model Over Northeastern Canada

inferred← citeshttps://doi.org/10.1029/2017wr022219openalex-snapshot

Estimating Snow Mass in North America Through Assimilation of Advanced Microwave Scanning Radiometer Brightness Temperature Observations Using the Catchment Land Surface Model and Support Vector Machines

inferred← citeshttps://doi.org/10.1029/2018wr024146openalex-snapshot

Improving Snow Water Equivalent Maps With Machine Learning of Snow Survey and Lidar Measurements

inferred← citeshttps://doi.org/10.1029/2019jd032001openalex-snapshot

Sensitivity of Snow Simulations to Different Atmospheric Forcing Data Sets in the Land Surface Model CAS‐LSM

inferred← citeshttps://doi.org/10.1029/2019rg000652openalex-snapshot

Space‐Based Observations for Understanding Changes in the Arctic‐Boreal Zone

inferred← citeshttps://doi.org/10.1029/2019wr025813openalex-snapshot

The Value of Long‐Term (40 years) Airborne Gamma Radiation SWE Record for Evaluating Three Observation‐Based Gridded SWE Data Sets by Seasonal Snow and Land Cover Classifications

inferred← citeshttps://doi.org/10.1029/2021wr030895openalex-snapshot

Uncertainty Characterization of Ground‐Based, Satellite, and Reanalysis Snow Depth Products Using Extended Triple Collocation

inferred← citeshttps://doi.org/10.1029/2023ea002964openalex-snapshot

Improving Mountain Snowpack Estimation Using Machine Learning With Sentinel‐1, the Airborne Snow Observatory, and University of Arizona Snowpack Data

inferred← citeshttps://doi.org/10.1029/2024ea003849openalex-snapshot

Exploring Machine Learning's Potential for Estimating High Resolution Daily Snow Depth in Western Himalaya Using Passive Microwave Remote Sensing Data Sets

inferred← citeshttps://doi.org/10.1029/2024jh000278openalex-snapshot

Modeling Spatial Distribution of Snow Water Equivalent Using Transfer Learning Across Mountainous Basins

inferred← citeshttps://doi.org/10.1029/2025wr042866openalex-snapshot

Interferometric Synthetic Aperture Radar (InSAR) for Monitoring Seasonal Snow

inferred← citeshttps://doi.org/10.1029/2026wr043728openalex-snapshot

Snow What? Strengths and Limitations of Different Snow Products in Western U.S. Mountains

inferred← citeshttps://doi.org/10.1038/s41598-026-44321-xopenalex-snapshot

The snow meteorology and phenology classification (SnowMAP): global snow cover observations enhance snow’s representation

inferred← citeshttps://doi.org/10.1038/s43247-025-03162-8openalex-snapshot

Creeping snow drought threatens Canada’s water supply

inferred← citeshttps://doi.org/10.1080/01431160701874595openalex-snapshot

Snow depth estimation over north‐western Indian Himalaya using AMSR‐E

inferred← citeshttps://doi.org/10.1080/01431160801891754openalex-snapshot

Estimation of snow depth in the UK using the HUT snow emission model

inferred← citeshttps://doi.org/10.1080/01431160801908145openalex-snapshot

Advances in seasonal snow water equivalent (SWE) retrieval using in situ passive microwave measurements over first‐year sea ice

inferred← citeshttps://doi.org/10.1080/01431160902852804openalex-snapshot

A comparative study of Chang and HUT models for UK snow depth retrieval

inferred← citeshttps://doi.org/10.1080/01431160903130960openalex-snapshot

Geostatistical approaches to conflation of continental snow data

inferred← citeshttps://doi.org/10.1080/01431160903548013openalex-snapshot

A blended global snow product using visible, passive microwave and scatterometer satellite data

inferred← citeshttps://doi.org/10.1080/01431161.2010.483482openalex-snapshot

Global estimates of snow water equivalent from passive microwave instruments: history, challenges and future developments

inferred← citeshttps://doi.org/10.1080/01431161.2010.483484openalex-snapshot

Evaluating the utility of the ANSA blended snow cover product in the mountains of eastern Turkey

inferred← citeshttps://doi.org/10.1080/01431161.2011.640964openalex-snapshot

Remote sensing of snow – a review of available methods

inferred← citeshttps://doi.org/10.1080/01431161.2014.930208openalex-snapshot

A new approach to satellite-based estimation of precipitation over snow cover

inferred← citeshttps://doi.org/10.1080/01431161.2017.1363435openalex-snapshot

A novel ground-based experimental observation method for determining multiband microwave radiative properties of forest litter

inferred← citeshttps://doi.org/10.1080/01431161.2019.1654144openalex-snapshot

Review of snow water equivalent retrieval methods using spaceborne passive microwave radiometry

inferred← citeshttps://doi.org/10.1080/02723646.2016.1236606openalex-snapshot

Machine learning predictions of passive microwave brightness temperature over snow-covered land using the special sensor microwave imager (SSM/I)

inferred← citeshttps://doi.org/10.1080/15481603.2021.1946938openalex-snapshot

Recent advances in the remote sensing of alpine snow: a review

inferred← citeshttps://doi.org/10.1080/17538947.2021.1950852openalex-snapshot

The influence of tree transmissivity variations in winter on satellite snow parameter observations

inferred← citeshttps://doi.org/10.1080/17538947.2021.1955985openalex-snapshot

An investigation on microwave transmissivity at frequencies of 18.7 and 36.5 GHz for diverse forest types during snow season

inferred← citeshttps://doi.org/10.1098/rsta.2008.0182openalex-snapshot

Land surface anomaly simulations and predictions with a climate model: an El Niño Southern Oscillation case study

inferred← citeshttps://doi.org/10.1103/revmodphys.78.695openalex-snapshot

The physics of premelted ice and its geophysical consequences

inferred← citeshttps://doi.org/10.1109/igarss.2015.7325878openalex-snapshot

A multi-source interactive analysis approach for Northern hemispheric snow depth estimation

inferred← citeshttps://doi.org/10.1109/igarss.2017.8127225openalex-snapshot

Impact of forests on snow albedo: Lessons from the SnowEx campaign

inferred← citeshttps://doi.org/10.1109/igarss.2019.8899017openalex-snapshot

Space-Time Coverage Scenarios for A Global Snow Satellite Constellation

inferred← citeshttps://doi.org/10.1109/igarss47720.2021.9554893openalex-snapshot

Feasibility of Estimating Snow Emissivity Via Assimilation of Multifrequency Passive Microwave Data

inferred← citeshttps://doi.org/10.1109/iita-grs.2010.5603007openalex-snapshot

Retrieval analysis of snow depth from AMSR-E data in complex weather conditions

inferred← citeshttps://doi.org/10.1109/ims37962.2022.9865408openalex-snapshot

A Fully-Integrated CMOS System-on-Chip Ku Band Radiometer System for Remote Sensing of Snow and Ice

inferred← citeshttps://doi.org/10.1109/jstars.2009.2039698openalex-snapshot

On the Relationship Between Temperature and MODIS Snow Cover Retrieval Errors in the Western U.S.

inferred← citeshttps://doi.org/10.1109/jstars.2010.2040462openalex-snapshot

Assessment of the NASA AMSR-E SWE Product

inferred← citeshttps://doi.org/10.1109/jstars.2014.2325780openalex-snapshot

Using a Support Vector Machine and a Land Surface Model to Estimate Large-Scale Passive Microwave Brightness Temperatures Over Snow-Covered Land in North America

inferred← citeshttps://doi.org/10.1109/jstars.2016.2614158openalex-snapshot

Atmospheric and Forest Decoupling of Passive Microwave Brightness Temperature Observations Over Snow-Covered Terrain in North America

inferred← citeshttps://doi.org/10.1109/jstars.2017.2707545openalex-snapshot

Correcting Satellite Passive Microwave Brightness Temperatures in Forested Landscapes Using Satellite Visible Reflectance Estimates of Forest Transmissivity

inferred← citeshttps://doi.org/10.1109/jstars.2018.2815681openalex-snapshot

Snow Depth Retrieval Based on a Multifrequency Passive Microwave Unmixing Method for Saline-Alkaline Land in the Western Jilin Province of China

inferred← citeshttps://doi.org/10.1109/jstars.2021.3099944openalex-snapshot

Understanding Uncertainty of Snow Radiative Transfer Modeling Within a Mixed Deciduous and Evergreen Forest

inferred← citeshttps://doi.org/10.1109/jstars.2021.3133513openalex-snapshot

Estimation of Snow Mass Information via Assimilation of C-Band Synthetic Aperture Radar Backscatter Observations Into an Advanced Land Surface Model

inferred← citeshttps://doi.org/10.1109/jstars.2023.3281149openalex-snapshot

Identification of Seasonal Snow Phase Changes from C-band SAR Time Series with Dynamic Thresholds

inferred← citeshttps://doi.org/10.1109/jstars.2023.3287410openalex-snapshot

Machine Learning-Based Estimation of High-Resolution Snow Depth in Alaska Using Passive Microwave Remote Sensing Data

inferred← citeshttps://doi.org/10.1109/jstars.2024.3432978openalex-snapshot

A High Spatiotemporal Resolution Snow Depth Inversion Solution With Multi-GNSS-IR in Complex Terrain

inferred← citeshttps://doi.org/10.1109/jstars.2025.3562216openalex-snapshot

Estimation of Moderate-Resolution Snow Depth in Xinjiang With Enhanced-Resolution Passive Microwave and Reanalysis Data by Machine Learning Methods

inferred← citeshttps://doi.org/10.1109/micrad.2008.4579511openalex-snapshot

The retrievals of effective grain size and snow water equivalent from variationally-retrieved microwave surface emissivities

inferred← citeshttps://doi.org/10.1109/tgrs.2005.860208openalex-snapshot

Sensitivity of passive microwave snow depth retrievals to weather effects and snow evolution

inferred← citeshttps://doi.org/10.1109/tgrs.2008.2006358openalex-snapshot

A Comparison of Airborne Microwave Brightness Temperatures and Snowpack Properties Across the Boreal Forests of Finland and Western Canada

inferred← citeshttps://doi.org/10.1109/tgrs.2008.916221openalex-snapshot

Quantifying Uncertainty in Modeling Snow Microwave Radiance for a Mountain Snowpack at the Point-Scale, Including Stratigraphic Effects

inferred← citeshttps://doi.org/10.1109/tgrs.2008.916632openalex-snapshot

Combining Artificial Neural Network Models, Geostatistics, and Passive Microwave Data for Snow Water Equivalent Retrieval and Mapping

inferred← citeshttps://doi.org/10.1109/tgrs.2009.2036910openalex-snapshot

Dynamic Approaches for Snow Depth Retrieval From Spaceborne Microwave Brightness Temperature

inferred← citeshttps://doi.org/10.1109/tgrs.2010.2070515openalex-snapshot

Developing a Global Data Record of Daily Landscape Freeze/Thaw Status Using Satellite Passive Microwave Remote Sensing

inferred← citeshttps://doi.org/10.1109/tgrs.2010.2072786openalex-snapshot

Full-System Testing in Laboratory Conditions of an L-Band Snow Sensor System for In Situ Monitoring of Snow-Water Content

inferred← citeshttps://doi.org/10.1109/tgrs.2011.2138145openalex-snapshot

Improved Corrections of Forest Effects on Passive Microwave Satellite Remote Sensing of Snow Over Boreal and Subarctic Regions

inferred← citeshttps://doi.org/10.1109/tgrs.2012.2192480openalex-snapshot

Assessment of Snow Grain-Size Model and Stratigraphy Representation Impacts on Snow Radiance Assimilation: Forward Modeling Evaluation

inferred← citeshttps://doi.org/10.1109/tgrs.2012.2229466openalex-snapshot

Feasibility of Characterizing Snowpack and the Freeze–Thaw State of Underlying Soil Using Multifrequency Active/Passive Microwave Data

inferred← citeshttps://doi.org/10.1109/tgrs.2013.2237913openalex-snapshot

Estimating Passive Microwave Brightness Temperature Over Snow-Covered Land in North America Using a Land Surface Model and an Artificial Neural Network

inferred← citeshttps://doi.org/10.1109/tgrs.2013.2272077openalex-snapshot

Observation and Modeling of the Microwave Brightness Temperature of Snow-Covered Frozen Lakes and Wetlands

inferred← citeshttps://doi.org/10.1109/tgrs.2014.2320264openalex-snapshot

Characterizing Snowpack and the Freeze–Thaw State of Underlying Soil via Assimilation of Multifrequency Passive/Active Microwave Data: A Case Study (NASA CLPX 2003)

inferred← citeshttps://doi.org/10.1109/tgrs.2014.2358566openalex-snapshot

Large-Scale High-Resolution Modeling of Microwave Radiance of a Deep Maritime Alpine Snowpack

inferred← citeshttps://doi.org/10.1109/tgrs.2015.2444422openalex-snapshot

The Effect of Boreal Forest Canopy in Satellite Snow Mapping—A Multisensor Analysis

inferred← citeshttps://doi.org/10.1109/tgrs.2016.2599013openalex-snapshot

Snow Depth Retrieval Based on a Multifrequency Dual-Polarized Passive Microwave Unmixing Method From Mixed Forest Observations

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