Articles | Volume 10, issue 3
https://doi.org/10.5194/tc-10-1039-2016
© Author(s) 2016. This work is distributed under
the Creative Commons Attribution 3.0 License.
the Creative Commons Attribution 3.0 License.
Special issue:
https://doi.org/10.5194/tc-10-1039-2016
© Author(s) 2016. This work is distributed under
the Creative Commons Attribution 3.0 License.
the Creative Commons Attribution 3.0 License.
Research article
| 
19 May 2016
Research article |
| 19 May 2016
Sensitivity of snow density and specific surface area measured by microtomography to different image processing algorithms
Pascal Hagenmuller
CORRESPONDING AUTHOR
Météo-France – CNRS, CNRM-GAME, UMR3589, CEN, 1441 rue de la piscine, 38400 Saint Martin d'Hères, France
Université Grenoble Alpes, Irstea, UR ETGR, 2 rue de la Papeterie – BP 76, 38402 Saint Martin d'Hères, France
Margret Matzl
WSL Institute for Snow and Avalanche Research SLF, Fluelastrasse 11, 7260 Davos Dorf, Switzerland
Guillaume Chambon
Université Grenoble Alpes, Irstea, UR ETGR, 2 rue de la Papeterie – BP 76, 38402 Saint Martin d'Hères, France
Martin Schneebeli
WSL Institute for Snow and Avalanche Research SLF, Fluelastrasse 11, 7260 Davos Dorf, Switzerland
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Cited
33 citations as recorded by crossref.
- A grain-size driven transition in the deformation mechanism in slow snow compression K. Sundu et al. 10.1016/j.actamat.2023.119359
- Comparing measurements of snow mechanical properties relevant for slab avalanche release B. REUTER et al. 10.1017/jog.2018.93
- Monitoring of snow surface near-infrared bidirectional reflectance factors with added light-absorbing particles A. Schneider et al. 10.5194/tc-13-1753-2019
- Resolution enhancement and segmentation of polar bubbly ice micro CT scans via 3D convolutional neural network F. Bagherzadeh et al. 10.1016/j.acags.2024.100193
- Nondestructive three-dimensional observations of flow finger and lateral flow development in dry snow using magnetic resonance imaging T. Katsushima et al. 10.1016/j.coldregions.2019.102956
- Early formation of preferential flow in a homogeneous snowpack observed by micro‐CT F. Avanzi et al. 10.1002/2016WR019502
- A rigorous approach to the specific surface area evolution in snow during temperature gradient metamorphism A. Braun et al. 10.5194/tc-18-1653-2024
- Wind tunnel experiments to quantify the effect of aeolian snow transport on the surface snow microstructure B. Walter et al. 10.5194/tc-18-3633-2024
- Measuring the Elastic Modulus of Snow B. Gerling et al. 10.1002/2017GL075110
- A casting method using contrast-enhanced diethylphthalate for micro-computed tomography of snow M. Lombardo et al. 10.1017/jog.2021.35
- Impact of the sampling procedure on the specific surface area of snow measurements with the IceCube J. Martin & M. Schneebeli 10.5194/tc-17-1723-2023
- A microstructure-based parameterization of the effective anisotropic elasticity tensor of snow, firn, and bubbly ice K. Sundu et al. 10.5194/tc-18-1579-2024
- Motion of dust particles in dry snow under temperature gradient metamorphism P. Hagenmuller et al. 10.5194/tc-13-2345-2019
- Surface area and size distribution of cement particles in hydrating paste as indicators for the conceptualization of a cement paste representative volume element M. Hlobil et al. 10.1016/j.cemconcomp.2022.104798
- Experimental Study of Cone Penetration in Snow Using X-Ray Tomography I. Peinke et al. 10.3389/feart.2020.00063
- Ice Spheres as Model Snow: Tumbling, Sintering, and Mechanical Tests C. Willibald et al. 10.3389/feart.2019.00229
- Ice-Core Micro-CT Image Segmentation With Deep Learning and Gaussian Mixture Model F. Bagherzadeh et al. 10.1109/TGRS.2023.3334867
- 3D Analysis of Deformation and Porosity of Dry Natural Snow during Compaction L. Eppanapelli et al. 10.3390/ma12060850
- On the use of heated needle probes for measuring snow thermal conductivity K. Fourteau et al. 10.1017/jog.2021.127
- Snow particles extracted from X-ray computed microtomography imagery and their single-scattering properties H. Ishimoto et al. 10.1016/j.jqsrt.2018.01.021
- Adaptive traits of cysts of the snow alga Sanguina nivaloides unveiled by 3D subcellular imaging J. Ezzedine et al. 10.1038/s41467-023-43030-7
- Relating optical and microwave grain metrics of snow: the relevance of grain shape Q. Krol & H. Löwe 10.5194/tc-10-2847-2016
- Unraveling the optical shape of snow A. Robledano et al. 10.1038/s41467-023-39671-3
- A medial axis based method for irregular grain shape representation in DEM simulations T. Mede et al. 10.1007/s10035-017-0785-7
- Micromechanical investigation of snow failure under mixed-mode loading T. Mede et al. 10.1016/j.ijsolstr.2020.04.020
- Impact of water vapor diffusion and latent heat on the effective thermal conductivity of snow K. Fourteau et al. 10.5194/tc-15-2739-2021
- Identifying airborne snow metamorphism with stable water isotopes S. Wahl et al. 10.5194/tc-18-4493-2024
- Arctic and subarctic snow microstructure analysis for microwave brightness temperature simulations C. Vargel et al. 10.1016/j.rse.2020.111754
- Disentangling creep and isothermal metamorphism during snow settlement with X-ray tomography A. Bernard et al. 10.1017/jog.2022.109
- Evaluation of stereology for snow microstructure measurement and microwave emission modeling: a case study J. Pan et al. 10.1080/17538947.2021.1902006
- Microstructural characterization of snow, firn and ice I. Baker 10.1098/rsta.2018.0162
- Rain on snow (ROS) understudied in sea ice remote sensing: a multi-sensor analysis of ROS during MOSAiC (Multidisciplinary drifting Observatory for the Study of Arctic Climate) J. Stroeve et al. 10.5194/tc-16-4223-2022
- The retrieval of snow properties from SLSTR Sentinel-3 – Part 1: Method description and sensitivity study L. Mei et al. 10.5194/tc-15-2757-2021
33 citations as recorded by crossref.
- A grain-size driven transition in the deformation mechanism in slow snow compression K. Sundu et al. 10.1016/j.actamat.2023.119359
- Comparing measurements of snow mechanical properties relevant for slab avalanche release B. REUTER et al. 10.1017/jog.2018.93
- Monitoring of snow surface near-infrared bidirectional reflectance factors with added light-absorbing particles A. Schneider et al. 10.5194/tc-13-1753-2019
- Resolution enhancement and segmentation of polar bubbly ice micro CT scans via 3D convolutional neural network F. Bagherzadeh et al. 10.1016/j.acags.2024.100193
- Nondestructive three-dimensional observations of flow finger and lateral flow development in dry snow using magnetic resonance imaging T. Katsushima et al. 10.1016/j.coldregions.2019.102956
- Early formation of preferential flow in a homogeneous snowpack observed by micro‐CT F. Avanzi et al. 10.1002/2016WR019502
- A rigorous approach to the specific surface area evolution in snow during temperature gradient metamorphism A. Braun et al. 10.5194/tc-18-1653-2024
- Wind tunnel experiments to quantify the effect of aeolian snow transport on the surface snow microstructure B. Walter et al. 10.5194/tc-18-3633-2024
- Measuring the Elastic Modulus of Snow B. Gerling et al. 10.1002/2017GL075110
- A casting method using contrast-enhanced diethylphthalate for micro-computed tomography of snow M. Lombardo et al. 10.1017/jog.2021.35
- Impact of the sampling procedure on the specific surface area of snow measurements with the IceCube J. Martin & M. Schneebeli 10.5194/tc-17-1723-2023
- A microstructure-based parameterization of the effective anisotropic elasticity tensor of snow, firn, and bubbly ice K. Sundu et al. 10.5194/tc-18-1579-2024
- Motion of dust particles in dry snow under temperature gradient metamorphism P. Hagenmuller et al. 10.5194/tc-13-2345-2019
- Surface area and size distribution of cement particles in hydrating paste as indicators for the conceptualization of a cement paste representative volume element M. Hlobil et al. 10.1016/j.cemconcomp.2022.104798
- Experimental Study of Cone Penetration in Snow Using X-Ray Tomography I. Peinke et al. 10.3389/feart.2020.00063
- Ice Spheres as Model Snow: Tumbling, Sintering, and Mechanical Tests C. Willibald et al. 10.3389/feart.2019.00229
- Ice-Core Micro-CT Image Segmentation With Deep Learning and Gaussian Mixture Model F. Bagherzadeh et al. 10.1109/TGRS.2023.3334867
- 3D Analysis of Deformation and Porosity of Dry Natural Snow during Compaction L. Eppanapelli et al. 10.3390/ma12060850
- On the use of heated needle probes for measuring snow thermal conductivity K. Fourteau et al. 10.1017/jog.2021.127
- Snow particles extracted from X-ray computed microtomography imagery and their single-scattering properties H. Ishimoto et al. 10.1016/j.jqsrt.2018.01.021
- Adaptive traits of cysts of the snow alga Sanguina nivaloides unveiled by 3D subcellular imaging J. Ezzedine et al. 10.1038/s41467-023-43030-7
- Relating optical and microwave grain metrics of snow: the relevance of grain shape Q. Krol & H. Löwe 10.5194/tc-10-2847-2016
- Unraveling the optical shape of snow A. Robledano et al. 10.1038/s41467-023-39671-3
- A medial axis based method for irregular grain shape representation in DEM simulations T. Mede et al. 10.1007/s10035-017-0785-7
- Micromechanical investigation of snow failure under mixed-mode loading T. Mede et al. 10.1016/j.ijsolstr.2020.04.020
- Impact of water vapor diffusion and latent heat on the effective thermal conductivity of snow K. Fourteau et al. 10.5194/tc-15-2739-2021
- Identifying airborne snow metamorphism with stable water isotopes S. Wahl et al. 10.5194/tc-18-4493-2024
- Arctic and subarctic snow microstructure analysis for microwave brightness temperature simulations C. Vargel et al. 10.1016/j.rse.2020.111754
- Disentangling creep and isothermal metamorphism during snow settlement with X-ray tomography A. Bernard et al. 10.1017/jog.2022.109
- Evaluation of stereology for snow microstructure measurement and microwave emission modeling: a case study J. Pan et al. 10.1080/17538947.2021.1902006
- Microstructural characterization of snow, firn and ice I. Baker 10.1098/rsta.2018.0162
- Rain on snow (ROS) understudied in sea ice remote sensing: a multi-sensor analysis of ROS during MOSAiC (Multidisciplinary drifting Observatory for the Study of Arctic Climate) J. Stroeve et al. 10.5194/tc-16-4223-2022
- The retrieval of snow properties from SLSTR Sentinel-3 – Part 1: Method description and sensitivity study L. Mei et al. 10.5194/tc-15-2757-2021
Latest update: 23 Nov 2024
Short summary
The paper focuses on the characterization of snow microstructure with X-ray microtomography, a technique that is progressively becoming the standard for snow characterization. In particular, it rigorously investigates how the image processing algorithms affect the subsequent microstructure characterization in terms of density and specific surface area. From this analysis, practical recommendations concerning the processing X-ray tomographic images of snow are provided.
The paper focuses on the characterization of snow microstructure with X-ray microtomography, a...
Special issue