Earth observation guideKinds of data

Optical imaging

An optical satellite is a calibrated camera in orbit. This page covers what it records and how the numbers become reflectance.

The basics

An optical satellite is a camera, very high up, that records sunlight bounced off the ground. It behaves much like the camera in a phone. It needs daylight, cloud blocks its view, long shadows hide detail, and the angle of the Sun changes how bright things look. What a satellite adds is calibration. Each pixel is a measured amount of light in known units, so the same place can be compared across seasons and across instruments. Pixels run from about 10 m across for the free Sentinel-2 satellites to much finer for commercial ones, and the finer the pixel the narrower the strip imaged, so the choice is between coverage and detail.

Why it matters

Optical images are the easiest kind to read, because they look like photographs, and they are what most people mean by satellite imagery. They suit mapping, checking what has been built or cleared, and counting things large enough to see. Their limits are the ones you know from photography, so check the cloud cover and the time of day of a scene before you buy it.

SunSatellite cameraSunlight bouncedoff the groundCloud blocks the view
An optical satellite records sunlight that has bounced off the ground, so it needs daylight and a clear view. Where there is cloud it sees the top of the cloud instead.

Panchromatic and multispectral

Most high-resolution optical satellites carry two kinds of detector. The panchromatic band records one broad band of visible and near-infrared light, typically from about 450 to 800 nanometres, as a single greyscale image. The multispectral bands each record a narrower slice, such as blue, green, red and near infrared, and together they make the colour image. A panchromatic pixel collects light over a much wider range of wavelengths, so it can be smaller and still gather enough light, and the panchromatic image is usually about four times sharper. WorldView-2, for example, records 0.46 metre panchromatic and 1.84 metre multispectral imagery.

Pan-sharpening combines the two, taking detail from the panchromatic band and colour from the multispectral bands, to make a colour image close to the panchromatic resolution. A pan-sharpened image looks sharp, but its colours at that scale are estimated rather than measured, so any measurement of reflectance should use the multispectral bands. The multispectral page covers the bands themselves.

In depth

Three kinds of light reach an optical sensor, drawn in Figure 1. Sunlight crosses the atmosphere, reaches the surface and is reflected towards the sensor. Some sunlight is scattered by the air into the sensor's view without ever reaching the ground, which is the path radiance. The sensor does not record reflectance but spectral radiance LλL_\lambda, power per unit area per unit solid angle per unit wavelength. A detector delivers a digital number DN\mathrm{DN}, and the calibration coefficients published for the instrument convert it back [1].

Lλ=G DN+OL_\lambda = G\,\mathrm{DN} + O
(1)

where LλL_\lambda is the spectral radiance at the sensor in the band, in W m−2 sr−1 μm−1\mathrm{W\,m^{-2}\,sr^{-1}\,\mu m^{-1}}; DN\mathrm{DN} is the digital number the detector records, a count without unit; GG is the gain of the band, in radiance units per count; and OO is its offset, in radiance units.

Here GG is the gain and OO the offset for the band. To compare scenes taken under different Sun angles and in different seasons, radiance is converted to top-of-atmosphere reflectance. With dd the Earth to Sun distance in astronomical units, E0E_0 the mean exoatmospheric solar irradiance in the band and θs\theta_s the solar zenith angle,

ρTOA=π Lλ d2E0cos⁡ θs\rho_{\mathrm{TOA}} = \frac{\pi\,L_\lambda\,d^{2}}{E_0\cos\,\theta_s}
(2)

where ρTOA\rho_{\mathrm{TOA}} is the top-of-atmosphere reflectance, without unit; LλL_\lambda is the spectral radiance of equation 1, in W m−2 sr−1 μm−1\mathrm{W\,m^{-2}\,sr^{-1}\,\mu m^{-1}}; dd is the Earth to Sun distance, in astronomical units of 1.496×1011 m1.496\times 10^{11}\ \mathrm{m}; E0E_0 is the mean exoatmospheric solar spectral irradiance in the band, in W m−2 μm−1\mathrm{W\,m^{-2}\,\mu m^{-1}}; θs\theta_s is the solar zenith angle; and π\pi, in sr\mathrm{sr}, relates the radiance of a surface that scatters equally in all directions to the irradiance leaving it.

This follows from the definition of reflectance for a surface that scatters equally in all directions [1]. For a uniform surface of that kind, and ignoring multiple scattering between the ground and the air, the radiance at the sensor can be written as follows, where τ\tau is the transmittance of the atmosphere along the path to the sensor, ρ\rho the surface reflectance, EgE_g the irradiance reaching the ground and LpL_p the path radiance [2].

L=Lp+τ ρ EgπL = L_p + \frac{\tau\,\rho\,E_g}{\pi}
(3)

where LL is the spectral radiance at the sensor and LpL_p the path radiance, both in W m−2 sr−1 μm−1\mathrm{W\,m^{-2}\,sr^{-1}\,\mu m^{-1}}; τ\tau is the transmittance of the atmosphere from the ground to the sensor, a fraction without unit; ρ\rho is the surface reflectance, without unit; EgE_g is the spectral irradiance reaching the ground, in W m−2 μm−1\mathrm{W\,m^{-2}\,\mu m^{-1}}; and π\pi, in sr\mathrm{sr}, turns the irradiance reflected by a surface that scatters equally in all directions into radiance.

Equation 3 is the one that surface reflectance products invert, as the processing levels page explains. Scattering by air molecules is strongly dependent on wavelength, varying as λ−4\lambda^{-4}. Blue light at 450 nanometres is scattered about six times more than red at 700 nanometres, which is why distant scenes look hazy [3].

Top of the atmosphereAtmosphereSurface, reflectance ρSunE₀LLₚSensorθₛθᵥ
  • E₀ solar irradiance at the top of the atmosphere
  • L radiance reaching the sensor
  • Lₚ path radiance, light scattered by the air
  • θₛ solar zenith angle
  • θᵥ view angle
Figure 1. The light a passive optical sensor records. Direct sunlight is reflected by the surface towards the sensor, and some sunlight is scattered into the view by the air before it reaches the ground.

References

  1. Chander, G., Markham, B. L. and Helder, D. L. (2009) Summary of current radiometric calibration coefficients for Landsat MSS, TM, ETM+, and EO-1 ALI sensors. Remote Sensing of Environment, 113(5), 893-903. https://doi.org/10.1016/j.rse.2009.01.007
  2. Vermote, E., Tanre, D., Deuze, J., Herman, M. and Morcette, J. J. (1997) Second Simulation of the Satellite Signal in the Solar Spectrum, 6S: an overview. IEEE Transactions on Geoscience and Remote Sensing, 35(3), 675-686. https://doi.org/10.1109/36.581987
  3. Rees, W. G. (2012) Physical Principles of Remote Sensing. Cambridge University Press. https://doi.org/10.1017/CBO9781139017411