dtwSat: Time-Weighted Dynamic Time Warping for Satellite Image Time Series Analysis

Provides an implementation of the Time-Weighted Dynamic Time Warping (TWDTW) method for land cover mapping. TWDTW computes the similarity between satellite image time series with a set of known temporal patterns (e.g. phenological cycles of the vegetation). 'dtwSat' offers the user methods to create temporal patterns for land cover types, perform TWDTW analysis for satellite datasets, visualize the results of the analysis, produce land cover maps, create temporal plots for land cover change, and compute accuracy metrics.

Version: 0.2.8
Depends: R (≥ 3.5.0), zoo, raster, ggplot2
Imports: methods, rgdal, dtw, proxy, scales, reshape2, grDevices, RColorBrewer, plyr, stats, sp, lubridate, caret, mgcv, xtable, Rdpack, data.table, foreach
Suggests: gridExtra, grid, png, Hmisc, rbenchmark, doParallel, knitr, rmarkdown
Published: 2022-10-11
Author: Victor Maus ORCID iD [aut, cre], Marius Appel ORCID iD [ctb], Nikolas Kuschnig ORCID iD [ctb], Toni Giorgino ORCID iD [ctb]
Maintainer: Victor Maus <vwmaus1 at gmail.com>
BugReports: https://github.com/vwmaus/dtwSat/issues/
License: GPL (≥ 3) | file LICENSE
URL: https://www.victor-maus.com/dtwSat/, https://github.com/vwmaus/dtwSat/
NeedsCompilation: yes
Citation: dtwSat citation info
Materials: NEWS
CRAN checks: dtwSat results

Documentation:

Reference manual: dtwSat.pdf
Vignettes: 1. TWDTW: Time-Weighted Dynamic Time Warping
1. Land-cover change analysis with TWDTW

Downloads:

Package source: dtwSat_0.2.8.tar.gz
Windows binaries: r-devel: dtwSat_0.2.8.zip, r-release: dtwSat_0.2.8.zip, r-oldrel: dtwSat_0.2.8.zip
macOS binaries: r-release (arm64): dtwSat_0.2.8.tgz, r-oldrel (arm64): dtwSat_0.2.8.tgz, r-release (x86_64): dtwSat_0.2.8.tgz, r-oldrel (x86_64): dtwSat_0.2.8.tgz
Old sources: dtwSat archive

Linking:

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