Emissivity is a crucial parameter for calculating Land Surface Temperature (LST). One of the algorithms to calculate LST using single thermal band of Landsat 8 (Band 10) or Landsat 7 (Band 6) or Landsat 5 (Band 6) is based on the simplified Radiative Transfer Model (RTM) equation as documented in Barsi et al.(2003). The RTM equation in question is the following :

Ltoa = τεLt + Lu + (1-ε) Ld

where, τ is the atmospheric transmission, ε is the emissivity of the surface, Lt is the radiance of a blackbody target of kinetic temperature t, Lu is the upwelling or atmospheric path radiance, Ld is the downwelling or sky radiance, Ltoa is the Top Of Atmosphere (TOA) radiance measured by the sensor.

For this question, I'm only interested in estimating ε. Generally, I've been using the NDVI Threshold Method as described in Sobrino et al. (2001), which probably is the most commonly used method for estimating emissivity. This works more or less okay for Landsat scenes that have been acquired during the day. However, for night-time Landsat acquisitions, estimating emissivity using the NDVI method is illogical because the NIR and Red bands of Landsat mostly register only noise. This could be due to the absence of reflected energy from the sun at night and radiometric sensitivity of the sensor. With that said, I'm aware of alternate ways to estimate emissivity, e.g., (1) by Image Classification method which assumes emissivity for each class, or (2) by using emissivity values from spectral libraries such as the ASTER spectral library (http://asterweb.jpl.nasa.gov), or (3) by taking into account the seasonal ASTER Global Emissivity Database (GED) provided by JPL or (4) In-situ emissivity measurements. Except the last method, that is rarely available, the other methods may not be close enough in regard to the temporal resolution of the night-time Landsat image acquired for which the Land Surface Temperature is to be determined. In such a case, what would be the best way to accurately obtain a Land Surface Emissivity image for the corresponding night time Landsat thermal image?

Does anybody have any other ideas? You're encouraged to add relevant references in addition to your answers/comments.

PS: USGS has developed a Landsat Surface Temperature product that is available for US Region and the LST product for the rest of the world is still in the pipeline, but I'm not sure whether it includes night time surface temperature product.

References:

https://atmcorr.gsfc.nasa.gov/

https://remotesensing.usgs.gov/ecv/CDR_lst.php

https://www.usgs.gov/core-science-systems/nli/landsat/landsat-provisional-surface-temperature?qt-science_support_page_related_con=0#qt-science_support_page_related_con

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