Landsat thermal imaging
Introduction
The tirs1
band of landsat-8 imagery (see [1]) is a near-thermal band, from
which a quantity called ``brightness temperature’’ may be inferred.
As explained in [2], the brightness temperature in Kelvin is computed with
\(T=K_2 / ln(K_1/\lambda_L + 1)\) where \(K_1\) and \(K_2\) are stored in the
image metadata, and \(\lambda_L=M_L*d+A_L\), where again \(M_L\) and \(A_L\)
are stored in the metadata. In this last expression, \(d\) is the image value,
which when read with the oce
package must be multiplied by a scale factor
for the formulae to work.
Methods
Note in the code that the SST is computed in Celcius, and inserted into the data object before plotting.
library(oce)
l <- read.landsat("LC80080292014065LGN00", band="tirs1")
tirs1 <- l[["tirs1"]]
ML <- l@metadata$header$radiance_mult_band_10
AL <- l@metadata$header$radiance_add_band_10
K1 <- l@metadata$header$k1_constant_band_10
K2 <- l@metadata$header$k2_constant_band_10
Llambda <- ML * tirs1 + AL
SSTkelvin <- K2 / log(K1 / Llambda + 1)
SST <- SSTkelvin - 273.15 # convert Kelvin to Celcius
l@data$SST <- SST
plot(l, band="SST", col=oceColorsJet)
mtext(l[["time"]])
Results
The figure below shows the results. This image is from winter, so the land (Nova Scotia) is colder than the ocean.
The high land is especially cold, as those familiar with the topography can tell at a glance. Homogenous blue patches indicate frozen lakes.
Generally, the ocean temperature hovers around freezing (i.e. -2C). The anomalously cold patches in the Bay of Fundy are probably a signature of ice. Some of the orange colour suggests temperatures a much as 1C below freezing. Whether this indicates a difficulty in the algorithm or the interpretation is a matter for Landsat experts.
The beautiful swirls south of Nova Scotia are typical of these dynamic coastal waters.
Resources
-
Landsat bands are explained at http://landsat.gsfc.nasa.gov/?page_id=5377.
-
The conversion to brightness temperature is described at http://landsat.usgs.gov/Landsat8_Using_Product.php