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