Document Type
Other
Publication Date
5-5-2020
Description
- SAMSTS is open-source software (coded in C) for gap filling of Landsat multispectral time series developed by Drs. Lin Yan and David Roy.
- SAMSTS 1.1.1 release includes source codes, user manual and test data.
- The test data are year-2013 time series of Landsat 7 ETM+ and Landsat 8 OLI ARD surface reflectance products (http://landsat.usgs.gov/ard) over Kansas and Iowa. Each ARD tile is composed of 5000 x 5000 30m pixels with six bands (blue, red, green, NIR, SWIR 1, SWIR 2).
- Major Software functionality:
- Automatic gap filling of Landsat multispectral time series caused by clouds, shadows, SLC-off (for Landsat-7 post May 2003 data) and no sensor observations.
- Generation of gap-free time series data.
- Time series segmentation and clustering functions generically applicable to satellite time series data containing gaps.
Funder(s)
USGS, NASA
Grant Number(s)
(USGS) G12PC00069, G17PS00256. (NASA) NNX17AB34G
File Size:
Main download (source codes and manual): 59 KB
File Format
application/zip
Language
en
Rights
In Copyright - Non-Commercial Use Permitted
http://rightsstatements.org/vocab/InC-NC/1.0/
Publisher
South Dakota State University
Recommended Citation
Yan, L., Roy, D.P. (2018). Robust large-area gap filling of Landsat reflectance time series by spectral-angle-mapper based spatio-temporal similarity (SAMSTS). Remote Sensing. 10(4), 609; doi:10.3390/rs10040609 (http://www.mdpi.com/2072-4292/10/4/609). *Yan, L., Roy, D.P (2018). SAMSTS Satellite Time Series Gap Filling Source Codes – Landsat, version 1.0. https://openprairie.sdstate.edu/samsts_satellite_gap_filling/1
Kansas test dataset
SAMSTS_1.0_testdata_Iowa_ARD_017007.zip (1393758 kB)
Iowa test dataset
SAMSTS_1.0_testdata_Kansas_ARD_014011_gapfilled.zip (2016560 kB)
Kansas test dataset gap filling results
SAMSTS_1.0_testdata_Iowa_ARD_017007_gapfilled.zip (2012158 kB)
Iowa test dataset gap filling results