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 use and land cover mapping using satellite image time series. TWDTW is based on the Dynamic Time Warping technique and has achieved high accuracy for land use and 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, and create temporal plots for land cover change analysis.

AuthorVictor Maus [aut, cre]
Date of publication2016-07-19 11:24:53
MaintainerVictor Maus <vwmaus1@gmail.com>
LicenseGPL (>= 2) | file LICENSE
Version0.2.1

View on CRAN

Files in this package

dtwSat
dtwSat/inst
dtwSat/inst/CITATION
dtwSat/inst/lucc_MT
dtwSat/inst/lucc_MT/data
dtwSat/inst/lucc_MT/data/red.tif
dtwSat/inst/lucc_MT/data/doy.tif
dtwSat/inst/lucc_MT/data/mir.tif
dtwSat/inst/lucc_MT/data/ndvi.tif
dtwSat/inst/lucc_MT/data/samples.csv
dtwSat/inst/lucc_MT/data/blue.tif
dtwSat/inst/lucc_MT/data/timeline
dtwSat/inst/lucc_MT/data/samples_projection
dtwSat/inst/lucc_MT/data/nir.tif
dtwSat/inst/lucc_MT/data/evi.tif
dtwSat/inst/lucc_MT/assessment.RData
dtwSat/inst/doc
dtwSat/inst/doc/study_area.pdf
dtwSat/inst/doc/images_ts.pdf
dtwSat/inst/doc/images_array.pdf
dtwSat/inst/doc/applying_twdtw.R
dtwSat/inst/doc/applying_twdtw.pdf
dtwSat/inst/doc/references.bib
dtwSat/inst/doc/applying_twdtw.Rmd
dtwSat/src
dtwSat/src/g.f
dtwSat/src/bestmatches.f
dtwSat/src/computecost.f
dtwSat/src/tracepath.f
dtwSat/NAMESPACE
dtwSat/NEWS.md
dtwSat/data
dtwSat/data/example_ts_labels.RData
dtwSat/data/example_ts.RData
dtwSat/data/example_ts.list.RData
dtwSat/data/patterns.list.RData
dtwSat/data/yearly_patterns_mt.RData
dtwSat/R
dtwSat/R/linearWeight.R dtwSat/R/plotArea.R dtwSat/R/subset.R dtwSat/R/plotClassification.R dtwSat/R/dwtSat.R dtwSat/R/class-twdtwRaster.R dtwSat/R/plot.R dtwSat/R/resampleTimeSeries.R dtwSat/R/miscellaneous.R dtwSat/R/getInternals.R dtwSat/R/plotPatterns.R dtwSat/R/data.R dtwSat/R/methods.R dtwSat/R/plotChanges.R dtwSat/R/plotPaths.R dtwSat/R/class-twdtwTimeSeries.R dtwSat/R/plotAlignments.R dtwSat/R/plotMatches.R dtwSat/R/twdtwClassify.R dtwSat/R/plotCostMatrix.R dtwSat/R/plotTimeSeries.R dtwSat/R/class-twdtwMatches.R dtwSat/R/twdtwApply.R dtwSat/R/dtw.R dtwSat/R/logisticWeight.R dtwSat/R/twdtw.R dtwSat/R/getTimeSeries.R dtwSat/R/zzz.R dtwSat/R/plotMaps.R dtwSat/R/plotDistance.R dtwSat/R/createPatterns.R
dtwSat/vignettes
dtwSat/vignettes/study_area.pdf
dtwSat/vignettes/images_ts.pdf
dtwSat/vignettes/images_array.pdf
dtwSat/vignettes/.install_extras
dtwSat/vignettes/references.bib
dtwSat/vignettes/applying_twdtw.Rmd
dtwSat/MD5
dtwSat/build
dtwSat/build/vignette.rds
dtwSat/DESCRIPTION
dtwSat/man
dtwSat/man/twdtwMatches-class.Rd dtwSat/man/plotChanges.Rd dtwSat/man/resampleTimeSeries.Rd dtwSat/man/plotAlignments.Rd dtwSat/man/getTimeSeries.Rd dtwSat/man/example_ts.Rd dtwSat/man/plotArea.Rd dtwSat/man/plotMatches.Rd dtwSat/man/twdtwRaster-class.Rd dtwSat/man/plotDistance.Rd dtwSat/man/yearly_patterns_mt.Rd dtwSat/man/twdtwTimeSeries-class.Rd dtwSat/man/example_ts.list.Rd dtwSat/man/plotClassification.Rd dtwSat/man/logisticWeight.Rd dtwSat/man/twdtwClassify.Rd dtwSat/man/shiftDates.Rd dtwSat/man/Assessment.Rd dtwSat/man/getDatesFromDOY.Rd dtwSat/man/dtwSat.Rd dtwSat/man/reexports.Rd dtwSat/man/twdtwApply.Rd dtwSat/man/example_ts_labels.Rd dtwSat/man/patterns.list.Rd dtwSat/man/plotPaths.Rd dtwSat/man/plot.Rd dtwSat/man/plotCostMatrix.Rd dtwSat/man/createPatterns.Rd dtwSat/man/plotTimeSeries.Rd dtwSat/man/plotMaps.Rd dtwSat/man/get.Rd dtwSat/man/subset.Rd dtwSat/man/linearWeight.Rd dtwSat/man/plotPatterns.Rd
dtwSat/LICENSE

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