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sarp.snowprofile.alignment  

Snow Profile Alignment, Aggregation, and Clustering
View on CRAN: Click here


Download and install sarp.snowprofile.alignment package within the R console
Install from CRAN:
install.packages("sarp.snowprofile.alignment")

Install from Github:
library("remotes")
install_github("cran/sarp.snowprofile.alignment")

Install by package version:
library("remotes")
install_version("sarp.snowprofile.alignment", "2.0.2")



Attach the package and use:
library("sarp.snowprofile.alignment")
Maintained by
Florian Herla
[Scholar Profile | Author Map]
All associated links for this package
First Published: 2020-12-03
Latest Update: 2022-08-07
Description:
Snow profiles describe the vertical (1D) stratigraphy of layered snow with different layer characteristics, such as grain type, hardness, deposition date, and many more. Hence, they represent a data format similar to multivariate time series containing categorical, ordinal, and numerical data types. Use this package to align snow profiles by matching their individual layers based on Dynamic Time Warping (DTW). The aligned profiles can then be assessed with an independent, global similarity measure that is geared towards avalanche hazard assessment. Finally, through exploiting data aggregation and clustering methods, the similarity measure provides the foundation for grouping and summarizing snow profiles according to similar hazard conditions. In particular, this package allows for averaging large numbers of snow profiles with DTW Barycenter Averaging and thereby facilitates the computation of individual layer distributions and summary statistics that are relevant for avalanche forecasting purposes. For more background information refer to Herla, Horton, Mair, and Haegeli (2021) , and Herla, Mair, and Haegeli (2022) .
How to cite:
Florian Herla (2020). sarp.snowprofile.alignment: Snow Profile Alignment, Aggregation, and Clustering. R package version 2.0.2, https://cran.r-project.org/web/packages/sarp.snowprofile.alignment. Accessed 04 Jan. 2025.
Previous versions and publish date:
1.0.2 (2020-12-03 09:30), 1.1.4 (2022-02-10 14:40), 1.2.1 (2022-08-07 19:20), 1.2.2 (2024-02-08 11:20)
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