Learn R Programming

⚠️There's a newer version (1.0.0) of this package.Take me there.

dtwSat (version 0.2.7)

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

Description

Provides an implementation of the Time-Weighted Dynamic Time Warping (TWDTW) method for land cover mapping using satellite image time series. TWDTW compares 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.

Copy Link

Version

Install

install.packages('dtwSat')

Monthly Downloads

50

Version

0.2.7

License

GPL (>= 3) | file LICENSE

Issues

Pull Requests

Stars

Forks

Repository

https://github.com/vwmaus/dtwSat/

Maintainer

Victor Maus

Last Published

September 19th, 2021

Functions in dtwSat (0.2.7)

Linear weight function

plotClassification

Plotting subintervals classification

Plotting changes

Plotting time series

resampleTimeSeries

Resample time series

Plotting accumulated area

Objects exported from other packages

plotAdjustedArea

Plotting area and uncertainty

Plotting distance maps

Plotting alignments

MOD13Q1.patterns.list

Data: patterns time series

Plotting accuracy assessment

Plotting twdtw* objects

Subset time series

Apply TWDTW analysis

Classify time series

twdtwCrossValidate

Cross Validate temporal patterns

Plotting matching points

Logistic weight function

twdtwCrossValidation-class

class "twdtwCrossValidation"

twdtwMatches-class

class "twdtwMatches"

twdtwReduceTime

Minimalist version of TWDTW apply

twdtwRaster-class

class "twdtwRaster"

Plotting temporal patterns

twdtwTimeSeries-class

class "twdtwTimeSeries"

LaTeX table from accuracy metrics

twdtwAssessment-class

class "twdtwAssessment"

Assess TWDTW classification

getDatesFromDOY

Get dates from year and day of the year

Create patterns

MOD13Q1.ts.list

Data: A list of satellite time series

Get time series from twdtw* objects

MOD13Q1.MT.yearly.patterns

Data: Pattern time series

Data: An example of satellite time series

Time-Weighted Dynamic Time Warping for Satellite Image Time Series

Get elements from twdtwMatches objects

MOD13Q1.ts.labels

Data: Labels of the satellite time series in MOD13Q1.ts