| Name : R-dtwSat
| |
| Version : 1.0.0
| Vendor : obs://build_opensuse_org/devel:languages:R
|
| Release : lp153.1.5
| Date : 2024-06-14 11:59:39
|
| Group : Development/Libraries/Other
| Source RPM : R-dtwSat-1.0.0-lp153.1.5.src.rpm
|
| Size : 1.92 MB
| |
| Packager : (none)
| |
| Summary : Time-Weighted Dynamic Time Warping for Satellite Image Time Series Analysis
|
Description :
Provides a robust approach to land use mapping using multi-dimensional
(multi-band) satellite image time series. By leveraging the
Time-Weighted Dynamic Time Warping (TWDTW) distance metric in tandem
with a 1 Nearest-Neighbor (1-NN) Classifier, this package offers
functions to produce land use maps based on distinct seasonality
patterns, commonly observed in the phenological cycles of vegetation.
The approach is described in Maus et al. (2016)
< doi:10.1109/JSTARS.2016.2517118> and Maus et al. (2019)
< doi:10.18637/jss.v088.i05>. A primary advantage of TWDTW is its
capability to handle irregularly sampled and noisy time series, while
also requiring minimal training sets. The package includes tools for
training the 1-NN-TWDTW model, visualizing temporal patterns, producing
land use maps, and visualizing the results.
|
RPM found in directory: /packages/linux-pbone/ftp5.gwdg.de/pub/opensuse/repositories/devel:/languages:/R:/autoCRAN/openSUSE_Leap_15.3/x86_64 |
