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Decomposition of time series into trend, seasonal, and remainder components with methods for detecting and characterizing abrupt changes within the trend and seasonal components. 'BFAST' can be used to analyze different types of satellite image time series and can be applied to other disciplines dealing with seasonal or non-seasonal time series, such as hydrology, climatology, and econometrics. The algorithm can be extended to label detected changes with information on the parameters of the fitted piecewise linear models. 'BFAST' monitoring functionality is described in Verbesselt et al. (2010) <doi:10.1016/j.rse.2009.08.014>. 'BFAST monitor' provides functionality to detect disturbance in near real-time based on 'BFAST'- type models, and is described in Verbesselt et al. (2012) <doi:10.1016/j.rse.2012.02.022>. 'BFAST Lite' approach is a flexible approach that handles missing data without interpolation, and will be described in an upcoming paper. Furthermore, different models can now be used to fit the time series data and detect structural changes (breaks).
Version: | 1.7.0 |
Depends: | R (≥ 3.0.0), strucchangeRcpp (≥ 1.5-4) |
Imports: | graphics, stats, zoo, forecast, Rcpp (≥ 0.12.7), Rdpack (≥ 0.7) |
LinkingTo: | Rcpp |
Suggests: | MASS, sfsmisc, stlplus, terra |
Published: | 2024-10-22 |
DOI: | 10.32614/CRAN.package.bfast |
Author: | Jan Verbesselt [aut], Dainius Masiliūnas [aut, cre], Achim Zeileis [aut], Rob Hyndman [ctb], Marius Appel [aut], Martin Jung [ctb], Andrei Mîrț [ctb], Paulo Negri Bernardino [ctb], Dongdong Kong [ctb] |
Maintainer: | Dainius Masiliūnas <pastas4 at gmail.com> |
BugReports: | https://github.com/bfast2/bfast/issues |
License: | GPL-2 | GPL-3 [expanded from: GPL (≥ 2)] |
URL: | https://bfast2.github.io/ |
NeedsCompilation: | yes |
Citation: | bfast citation info |
Materials: | NEWS |
In views: | TimeSeries |
CRAN checks: | bfast results |
Reference manual: | bfast.pdf |
Package source: | bfast_1.7.0.tar.gz |
Windows binaries: | r-devel: bfast_1.7.0.zip, r-release: bfast_1.7.0.zip, r-oldrel: bfast_1.7.0.zip |
macOS binaries: | r-release (arm64): bfast_1.7.0.tgz, r-oldrel (arm64): bfast_1.7.0.tgz, r-release (x86_64): bfast_1.7.0.tgz, r-oldrel (x86_64): bfast_1.7.0.tgz |
Old sources: | bfast archive |
Reverse imports: | TSS.RESTREND |
Reverse suggests: | Rwtss, strucchangeRcpp |
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These binaries (installable software) and packages are in development.
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