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 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.


dtwSat v0.2.3

  • New features

    Register TWDTW as a distance function into package proxy

  • Fixing bugs

    Fix typos in plot labels

dtwSat v0.2.2 Release Notes

  • New features

    New accuracy metrics (twdtwAssess) for classified map, including User's and Producer's accuracy, and area uncertainty.

    Include methods for accuracy visualization (plot and LaTeX tables)

  • Update data set names

    Rename the data sets in ordes to avoid future overwriting of functions and data sets. "example_ts" replaced with "MOD13Q1.ts". Tthe data sets are now called:

    MOD13Q1.MT.yearly.patterns Data: patterns time series MOD13Q1.patterns.list Data: patterns time series MOD13Q1.ts Data: An example of satellite time series MOD13Q1.ts.labels Data: Labels of the satellite time series in MOD13Q1.ts MOD13Q1.ts.list

  • Fixing bugs

    Fix bug in twdtwApply wrong sign in 'by' argument

    Fix bug in time index for twdtwApply-twdtwRaster

dtwSat v0.2.1 Release Notes

  • Fix Solaris installation errors.

dtwSat v0.2.0 Release Notes

  • Include Fortran optimization

    This version includes functions written in Fortran.

  • Obsolete features

    The S4 class 'twdtw' no longer exists.

  • New features

    New S4 classes: twdtwTimeSeries, twdtwMatches, and twdtwRaster.

    plot methods for twdtwRaster object: 'maps', 'area', 'changes', and 'distance'.

    plot methods for twdtwTimeSeries objects: ''patterns'' and ''timeseries''.

    plot methods for twdtwMatches objects: ''paths'', ''matches'', ''alignments'', ''classification'', ''cost'', ''patterns'', and ''timeseries''.

    createPattern function to create temporal patterns based on set of time series.

    getTimeSeries extract time series from raster objects.

    twdtwApply apply the TWDTW analysis for raster and time series objects.

dtwSat v0.1.1 Release Notes

  • New features

    'normalizeQuery' new normalization feature for TWDTW

    'template.list' new dataset. List of template time series

    arguments 'from' and 'to' in 'classifyIntervals' updated to include 'character' or 'Dates' in in the format 'yyyy-mm-dd'

    Align query and template by name if names not null in 'twdtw' function

  • deprecated features

    argument 'x' from function 'waveletSmoothing' is deprecated and is scheduled to be removed in the next version. Please use 'timeseries' instead.

    argument 'template' from functions 'twdtw' and 'mtwdtw' is deprecated and is scheduled to be removed in the next version. Please use 'timeseries' instead.

    argument 'normalized' is deprecated and is scheduled to be removed in the next version from all methods

    'createTimeSequence' is deprecated. Use 'getModisTimeSequence' instead.

    Fix function name. 'classfyIntervals' is deprecated. Use 'classifyIntervals' instead.

  • Fixing bugs

    Fix plot intervals in plotClassify

    replace range(x) for range(x, na.rm=TRUE) in all methods

    Bug fixed in cost matrix indexing

dtwSat v0.1.0 Release Notes

  • First version of dtwSat on CRAN

dtwSat v0.0.1 Release Notes

  • Earlier dtwSat development version

Reference manual

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0.2.3 by Victor Maus, 10 months ago


Report a bug at https://github.com/vwmaus/dtwSat/issues

Browse source code at https://github.com/cran/dtwSat

Authors: Victor Maus [aut, cre], Marius Appel [ctb], Toni Giorgino [ctb]

Documentation:   PDF Manual  

GPL (>= 2) | file LICENSE license

Imports methods, rgdal, dtw, proxy, scales, reshape2, grDevices, RColorBrewer, plyr, stats, sp, lubridate, caret, mgcv, xtable

Depends on zoo, raster, ggplot2

Suggests testthat, knitr, rmarkdown, rticles, gridExtra, grid, png, Hmisc, tikzDevice

See at CRAN