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Automatic Grain Type Classification of Snow Micro Penetrometer Signals With Random Forests

https://doi.org/10.1109/tgrs.2012.2220549

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What this work says

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

inferredcites →https://doi.org/10.1007/bf00058655openalex-snapshot

Bagging predictors

inferredcites →https://doi.org/10.1016/j.coldregions.2006.08.008openalex-snapshot

Snow stratigraphy measurements with high-frequency FMCW radar: Comparison with snow micro-penetrometer

inferredcites →https://doi.org/10.1016/j.coldregions.2008.09.003openalex-snapshot

Preliminary characterization of Alpine snow using SnowMicroPen

inferredcites →https://doi.org/10.1016/j.coldregions.2009.06.005openalex-snapshot

Rutschblock-scale snowpack stability derived from multiple quality-controlled SnowMicroPen measurements

inferredcites →https://doi.org/10.1016/j.coldregions.2010.08.013openalex-snapshot

Measuring spatial variations of weak layer and slab properties with regard to snow slope stability

inferredcites →https://doi.org/10.1016/j.ecolmodel.2007.05.011openalex-snapshot

Random forests as a tool for ecohydrological distribution modelling

inferredcites →https://doi.org/10.1016/j.patrec.2005.08.011openalex-snapshot

Random Forests for land cover classification

inferredcites →https://doi.org/10.1016/j.rse.2008.09.005openalex-snapshot

Benchmarking classifiers to optimally integrate terrain analysis and multispectral remote sensing in automatic rock glacier detection

inferredcites →https://doi.org/10.1016/s0165-232x(03)00079-xopenalex-snapshot

Stratigraphy and changes in hardness of snow measured by hand, ramsonde and snow micro penetrometer: a comparison with planar sections

inferredcites →https://doi.org/10.1016/s0165-232x(99)00013-0openalex-snapshot

Characterizing the microstructural and micromechanical properties of snow

inferredcites →https://doi.org/10.1023/a:1010933404324openalex-snapshot

Random Forests

inferredcites →https://doi.org/10.1023/a:1018054314350openalex-snapshot

Bagging Predictors

inferredcites →https://doi.org/10.1029/2009jf001269openalex-snapshot

Accurate inversion of high‐resolution snow penetrometer signals for microstructural and micromechanical properties

inferredcites →https://doi.org/10.1109/igarss.2003.1294837openalex-snapshot

Random forests for land cover classification

inferredcites →https://doi.org/10.1109/jproc.2009.2038947openalex-snapshot

Cold Regions Hydrology High-Resolution Observatory for Snow and Cold Land Processes

inferredcites →https://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

inferredcites →https://doi.org/10.1109/tgrs.2009.2022945openalex-snapshot

Airborne Ku-Band Polarimetric Radar Remote Sensing of Terrestrial Snow Cover

inferredcites →https://doi.org/10.1111/j.1477-9730.2007.00432_1.xopenalex-snapshot

Remote Sensing Of Snow and Ice

inferredcites →https://doi.org/10.1111/j.1752-1688.2008.00227.xopenalex-snapshot

Application of Satellite Microwave Images in Estimating Snow Water Equivalent1

inferredcites →https://doi.org/10.1175/2008jhm909.1openalex-snapshot

Multimodel Estimation of Snow Microwave Emission during CLPX 2003 Using Operational Parameterization of Microphysical Snow Characteristics

inferredcites →https://doi.org/10.1186/1471-2105-11-364openalex-snapshot

Automatic structure classification of small proteins using random forest

inferredcites →https://doi.org/10.21236/ada330695openalex-snapshot

Snow Mechanics: Review of the State of Knowledge and Applications,

inferredcites →https://doi.org/10.3189/002214309790152582openalex-snapshot

Stability algorithm for snow micro-penetrometer measurements

inferredcites →https://doi.org/10.3189/1998aog26-1-107-111openalex-snapshot

A constant-speed penetrometer for high-resolution snow stratigraphy

inferredcites →https://doi.org/10.3390/s8053482openalex-snapshot

Reflectance Modeling for Real Snow Structures Using a Beam Tracing Model

What points at this work

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

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How Strong is Snow? Spatial Correlations of Snowpack Microparameters on Grand Mesa, Colorado from Nasa Snowex Snowmicropen Data

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Density, specific surface area, and correlation length of snow measured by high‐resolution penetrometry

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Measurement of the physical properties of the snowpack

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Field measurements for remote sensing of the cryosphere

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Random forests as a tool to understand the snow depth distribution and its evolution in mountain areas

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Head Pose Estimation with Improved Random Regression Forests

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Physical, Thermal, and Mechanical Properties of Snow, Ice, and Permafrost

inferred← citeshttps://doi.org/10.1016/b978-0-12-409548-9.10358-6openalex-snapshot

Snow Properties From Passive Microwave

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Physical, thermal, and mechanical properties of snow, ice, and permafrost

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Snow Depth and Water Equivalent From Passive Microwave

inferred← citeshttps://doi.org/10.1016/j.chemosphere.2022.136092openalex-snapshot

Recent advances in the application of machine learning methods to improve identification of the microplastics in environment

inferred← citeshttps://doi.org/10.1016/j.coldregions.2013.10.008openalex-snapshot

Measurements of the deformation zone around a split-axis snow micropenetrometer tip

inferred← citeshttps://doi.org/10.1016/j.coldregions.2024.104369openalex-snapshot

How strong is Snow? Spatial correlations of snowpack load bearing capacity and micromechanics from NASA SnowEx SnowMicroPen Data at Grand Mesa, Colorado

inferred← citeshttps://doi.org/10.1016/j.rse.2014.09.016openalex-snapshot

Simulating seasonally and spatially varying snow cover brightness temperature using HUT snow emission model and retrieval of a microwave effective grain size

inferred← citeshttps://doi.org/10.1080/07038992.2014.979486openalex-snapshot

Study and Validation of a Remote Sensing Model for Coal Extraction Based on Reflectance Spectrum Features

inferred← citeshttps://doi.org/10.1093/obo/9780199874002-0225openalex-snapshot

Measurement of Terrestrial Snow

inferred← citeshttps://doi.org/10.1109/igarss.2017.8127221openalex-snapshot

Snowpack time-series ground truth via a low-power datalogger

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GF-ResFormer: A Hybrid Gabor-Fourier ResNet-Transformer Network for Precise Semantic Segmentation of High-Resolution Remote Sensing Imagery

inferred← citeshttps://doi.org/10.1109/tgrs.2015.2493505openalex-snapshot

Differences Between the HUT Snow Emission Model and MEMLS and Their Effects on Brightness Temperature Simulation

inferred← citeshttps://doi.org/10.1109/tits.2015.2413812openalex-snapshot

Automated Detection of Urban Road Manhole Covers Using Mobile Laser Scanning Data

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Land cover classification using random forest with genetic algorithm-based parameter optimization

inferred← citeshttps://doi.org/10.5194/gmd-16-4521-2023openalex-snapshot

Automatic snow type classification of snow micropenetrometer profiles with machine learning algorithms

inferred← citeshttps://doi.org/10.5194/tc-14-4323-2020openalex-snapshot

Local-scale variability of snow density on Arctic sea ice

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