The dataset is based on NDVI values from the MOD13A1 data product.
- 100 x 100 spatial locations
- 8 images per year (DOYs: 145, 161, 177, 193, 209, 225, 241, 257)
- 6 years (2004-2009)
The R data object MOD13A1_NDVI_Alaska.RData
contains the following data as R objects:
observed
: the observed data, and array of dimensionc(100, 100, 8, 6)
.masked20
: the same data as inobserved
but some additional values are set to NA (missing) according to an oberved cloud pattern. 20% of the data are NA.masked30
: the same data as inobserved
but some additional values are set to NA according to an oberved cloud pattern. 30% of the data are NA.masked40
: the same data as inobserved
but some additional values are set to NA according to an oberved cloud pattern. 40% of the data are NA.masked50
: the same data as inobserved
but some additional values are set to NA according to an oberved cloud pattern. 50% of the data are NA.
MOD13A1_NDVI_Alaska.R
illustrates how the data can be loaded an visualized in R.
- Didan, K. (2015). MOD13A1 MODIS/Terra Vegetation Indices 16-Day L3 Global 500m SIN Grid V006 [Data set]. NASA EOSDIS LP DAAC. doi: http://dx.doi.org/10.5067/MODIS/MOD13A1.006
- Gerber, F., de Jong, R., Schaepman, M. E., Schaepman-Strub, G., and Furrer, R. Predicting missing values in spatio-temporal remote sensing data. IEEE Transactions on Geoscience and Remote Sensing, 56(5):2841–2853, 2018. http://dx.doi.org/10.1109/TGRS.2017.2785240