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DESCRIPTION
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Package: dtwSat
Type: Package
Title: Time-Weighted Dynamic Time Warping for Satellite Image Time Series Analysis
Version: 0.2.5
Date: 2019-01-27
Authors@R: c(person('Victor', 'Maus', role = c('aut', 'cre'), email = '[email protected]', comment = c(ORCID = "0000-0002-7385-4723")),
person('Marius', 'Appel', role = c('ctb')),
person('Nikolas', 'Kuschnig', role = c('ctb')),
person('Toni', 'Giorgino', role = c('ctb')))
Description: Provides an implementation of the Time-Weighted Dynamic Time
Warping (TWDTW) method for land cover mapping using satellite image time series.
TWDTW is based on the Dynamic Time Warping technique and has achieved high
accuracy for land cover classification using satellite data. The method is
based on comparing unclassified satellite image time series with a set of known
temporal patterns (e.g. phenological cycles associated with the vegetation).
Using 'dtwSat' the user can build temporal patterns for land cover types, apply
the TWDTW analysis for satellite datasets, visualize the results of the time
series analysis, produce land cover maps, create temporal plots for land cover
change, and compute accuracy assessment metrics.
Depends:
R (>= 3.2.0),
zoo,
raster,
snow,
ggplot2
Imports:
methods,
rgdal,
dtw,
proxy,
scales,
reshape2,
grDevices,
RColorBrewer,
plyr,
stats,
sp,
lubridate,
caret,
mgcv,
xtable,
Rdpack
Suggests:
knitr,
rmarkdown,
rticles,
gridExtra,
grid,
png,
Hmisc,
tikzDevice
License: GPL (>= 2) | file LICENSE
URL: https://github.com/vwmaus/dtwSat/
BugReports: https://github.com/vwmaus/dtwSat/issues
Author: Victor Maus [aut, cre] (<https://orcid.org/0000-0002-7385-4723>),
Marius Appel [ctb],
Nikolas Kuschnig [ctb],
Toni Giorgino [ctb]
Maintainer: Victor Maus <[email protected]>
LazyData: true
RoxygenNote: 6.1.1
Collate:
'class-crossValidation.R'
'class-twdtwRaster.R'
'class-twdtwAssessment.R'
'class-twdtwTimeSeries.R'
'class-twdtwMatches.R'
'createPatterns.R'
'data.R'
'dtw.R'
'dwtSat.R'
'getInternals.R'
'getTimeSeries.R'
'linearWeight.R'
'logisticWeight.R'
'methods.R'
'miscellaneous.R'
'plot.R'
'plotAccuracy.R'
'plotAdjustedArea.R'
'plotAlignments.R'
'plotArea.R'
'plotChanges.R'
'plotClassification.R'
'plotCostMatrix.R'
'plotDistance.R'
'plotMapSamples.R'
'plotMaps.R'
'plotMatches.R'
'plotPaths.R'
'plotPatterns.R'
'plotTimeSeries.R'
'resampleTimeSeries.R'
'subset.R'
'twdtw.R'
'twdtwApply.R'
'twdtwApplyParallel.R'
'twdtwAssess.R'
'twdtwClassify.R'
'twdtwCrossValidate.R'
'twdtwDist.R'
'twdtwXtable.R'
'zzz.R'
RdMacros: Rdpack