Presentation on theme: "GEOGG141/ GEOG3051 Principles & Practice of Remote Sensing EM Radiation (ii) Dr. Mathias (Mat) Disney UCL Geography Office: 113, Pearson Building Tel:"— Presentation transcript:
GEOGG141/ GEOG3051 Principles & Practice of Remote Sensing EM Radiation (ii) Dr. Mathias (Mat) Disney UCL Geography Office: 113, Pearson Building Tel:
2 EMR arriving at Earth We now know how EMR spectrum is distributed Radiant energy arriving at Earth’s surface NOT blackbody, but close “Solar constant” solar energy irradiating surface perpendicular to solar beam ~1373Wm -2 at top of atmosphere (TOA) Mean distance of sun ~1.5x10 8 km so total solar energy emitted = 4 r 2 x1373 = 3.88x10 26 W Incidentally we can now calculate T sun (radius=6.69x10 8 m) from SB Law T 4 sun = 3.88x10 26 /4 r 2 so T = ~5800K
3 Departure from blackbody assumption Interaction with gases in the atmosphere –attenuation of solar radiation
4 Radiation Geometry: spatial relations Now cover what happens when radiation interacts with Earth System Atmosphere On the way down AND way up Surface Multiple interactions between surface and atmosphere Absorption/scattering of radiation in the atmosphere
5 Radiation passing through media Various interactions, with different results From
6 Radiation Geometry: spatial relations Definitions of radiometric quantities For parallel beam, flux density defined in terms of plane perpendicular to beam. What about from a point? Schaepman-Strub et al. (2006) see
7 Radiation Geometry: point source dd dϕdϕ dAdA Point source r Consider flux d ϕ emitted from point source into solid angle d , where dF and d very small Intensity I defined as flux per unit solid angle i.e. I = d ϕ /d (Wsr -1 ) Solid angle d = dA/r 2 (steradians, sr)
8 Radiation Geometry: plane source dS cos dϕdϕ Plane source dS What about when we have a plane source rather than a point? Element of surface with area dS emits flux d ϕ in direction at angle to normal Radiant exitance, M = d ϕ / dS (Wm -2 ) Radiance L is intensity in a particular direction (dI = d ϕ / ) divided by the apparent area of source in that direction i.e. flux per unit area per solid angle (Wm -2 sr -1 ) Projected area of dS is direction is dS cos , so….. Radiance L = (d ϕ / ) / dS cos = dI/dS cos (Wm -2 sr -1 )
9 Radiation Geometry: radiance So, radiance equivalent to: intensity of radiant flux observed in a particular direction divided by apparent area of source in same direction Note on solid angle (steradians): 3D analog of ordinary angle (radians) 1 steradian = angle subtended at the centre of a sphere by an area of surface equal to the square of the radius. The surface of a sphere subtends an angle of 4 steradians at its centre.
10 Radiation Geometry: solid angle Cone of solid angle = 1sr from sphere = area of surface A / radius 2 From Radiant intensity
11 Radiation Geometry: cosine law Emission and absorption Radiance linked to law describing spatial distn of radiation emitted by Bbody with uniform surface temp. T (total emitted flux = T 4 ) Surface of Bbody then has same T from whatever angle viewed So intensity of radiation from point on surface, and areal element of surface MUST be independent of , angle to surface normal OTOH flux per unit solid angle divided by true area of surface must be proportional to cos
12 Radiation Geometry: cosine law Case 1: radiometer ‘sees’ dA, flux proportional to dA Case 2: radiometer ‘sees’ dA/cos (larger) BUT T same, so emittance of surface same and hence radiometer measures same So flux emitted per unit area at angle to cos so that product of emittance ( cos ) and area emitting ( 1/ cos ) is same for all This is basis of Lambert’s Cosine Law Radiometer X Y X Y dA dA/cos Adapted from Monteith and Unsworth, Principles of Environmental Physics
13 Radiation Geometry: Lambert’s cosine law Radiant intensity observed from a ideal diffusely reflecting surface (Lambertian surface) surface directly proportional to cosine of angle between view angle and surface normal Emission rate (photons/s) in a normal and off-normal direction. The number of photons/sec directed into any wedge is proportional to the area of the wedge. Observed intensity (W/cm2·sr)) for a normal and off- normal observer; dA0 is the area of the observing aperture and dΩ is the solid angle subtended by the aperture from the viewpoint of the emitting area element.
14 Radiation Geometry: Lambert’s Cosine Law When radiation emitted from Bbody at angle to normal, then flux per unit solid angle emitted by surface is cos Corollary of this: if Bbody exposed to beam of radiant energy at an angle to normal, the flux density of absorbed radiation is cos In remote sensing we generally need to consider directions of both incident AND reflected radiation, then reflectivity is described as bi-directional Adapted from Monteith and Unsworth, Principles of Environmental Physics
15 Recap: radiance Radiance, L power emitted (d ϕ ) per unit of solid angle (d ) and per unit of the projected surface (dS cos ) of an extended widespread source in a given direction, ( = zenith angle, = azimuth angle) L = d 2 ϕ / (d dS cos ) (in Wm -2 sr -1 ) If radiance is not dependent on i.e. if same in all directions, the source is said to be Lambertian. Ordinary surfaces rarely found to be Lambertian. Ad. From dd Projected surface dS cos
16 Recap: emittance Emittance, M (exitance) emittance (M) is the power emitted (dW) per surface unit of an extended widespread source, throughout an hemisphere. Radiance is therefore integrated over an hemisphere. If radiance independent of i.e. if same in all directions, the source is said to be Lambertian. For Lambertian surface Remember L = d 2 ϕ / (d dS cos ) = constant, so M = d ϕ /dS = M = L Ad. From
17 Recap: irradiance Radiance, L, defined as directional (function of angle) from source dS along viewing angle of sensor ( in this 2D case, but more generally ( , ) in 3D case) Emittance, M, hemispheric Why?? Solar radiation scattered by atmosphere So we have direct AND diffuse components Ad. From Direct Diffuse
18 Reflectance Spectral reflectance, ( ), defined as ratio of incident flux to reflected flux at same wavelength ( ) = L( )/I( ) Extreme cases: Perfectly specular: radiation incident at angle reflected away from surface at angle - Perfectly diffuse (Lambertian): radiation incident at angle reflected equally in all angles
19 Interactions with the atmosphere From
20 Interactions with the atmosphere Notice that target reflectance is a function of Atmospheric irradiance reflectance outside target scattered into path diffuse atmospheric irradiance multiple-scattered surface-atmosphere interactions From: R 1 target R 2 R 3 R 4
21 Interactions with the atmosphere: refraction Caused by atmosphere at different T having different density, hence refraction path of radiation alters (different velocity) Towards normal moving from lower to higher density Away from normal moving from higher to lower density index of refraction (n) is ratio of speed of light in a vacuum (c) to speed c n in another medium (e.g. Air) i.e. n = c/c n note that n always >= 1 i.e. c n <= c Examples n air = n water = 1.33
22 Refraction: Snell’s Law Refraction described by Snell’s Law For given freq. f, n 1 sin 1 = n 2 sin 2 where 1 and 2 are the angles from the normal of the incident and refracted waves respectively (non-turbulent) atmosphere can be considered as layers of gases, each with a different density (hence n) Displacement of path - BUT knowing Snell’s Law can be removed After: Jensen, J. (2000) Remote sensing of the environment: an Earth Resources Perspective. n1n1 n3n3 n2n2 Optically less dense Optically more dense Optically less dense Incident radiation 2 3 1 1 Path affected by atmosphere Path unaffected by atmosphere
23 Interactions with the atmosphere: scattering Caused by presence of particles (soot, salt, etc.) and/or large gas molecules present in the atmosphere Interact with EMR anc cause to be redirected from original path. Scattering amount depends on: of radiation abundance of particles or gases distance the radiation travels through the atmosphere (path length) After:
24 Atmospheric scattering 1: Rayleigh Particle size << of radiation e.g. very fine soot and dust or N 2, O 2 molecules Rayleigh scattering dominates shorter and in upper atmos. i.e. Longer scattered less (visible red scattered less than blue ) Hence during day, visible blue tend to dominate (shorter path length) Longer path length at sunrise/sunset so proportionally more visible blue scattered out of path so sky tends to look more red Even more so if dust in upper atmosphere After:
25 Atmospheric scattering 1: Rayleigh From So, scattering -4 so scattering of blue light (400nm) > scattering of red light (700nm) by (700/400) 4 or ~ 9.4
26 Atmospheric scattering 2: Mie Particle size of radiation e.g. dust, pollen, smoke and water vapour Affects longer than Rayleigh, BUT weak dependence on Mostly in the lower portions of the atmosphere larger particles are more abundant dominates when cloud conditions are overcast i.e. large amount of water vapour (mist, cloud, fog) results in almost totally diffuse illumination After:
27 Atmospheric scattering 3: Non-selective Particle size >> of radiation e.g. Water droplets and larger dust particles, All affected about equally (hence name!) Hence results in fog, mist, clouds etc. appearing white white = equal scattering of red, green and blue s After:
28 Atmospheric absorption Other major interaction with signal Gaseous molecules in atmosphere can absorb photons at various depends on vibrational modes of molecules Very dependent on Main components are: CO 2, water vapour and ozone (O 3 ) Also CH O 3 absorbs shorter i.e. protects us from UV radiation
29 Atmospheric absorption CO 2 as a “greenhouse” gas strong absorber in longer (thermal) part of EM spectrum i.e m where Earth radiates Remember peak of Planck function for T = 300K So shortwave solar energy (UV, vis, SW and NIR) is absorbed at surface and re-radiates in thermal CO 2 absorbs re-radiated energy and keeps warm $64M question! Does increasing CO 2 increasing T?? Anthropogenic global warming?? Aside....
30 Atmospheric CO 2 trends Keeling et al. Annual variation + trend Smoking gun for anthropogenic change, or natural variation?? Antarctic ice core records
31 Atmospheric “windows” As a result of strong dependence of absorption Some totally unsuitable for remote sensing as most radiation absorbed Atmospheric windows
32 Atmospheric “windows” If you want to look at surface –Look in atmospheric windows where transmissions high If you want to look at atmosphere however....pick gaps Very important when selecting instrument channels –Note atmosphere nearly transparent in wave i.e. can see through clouds! –V. Important consideration....
33 Atmospheric “windows” Vivisble + NIR part of the spectrum –windows, roughly: , , , , nm
34 Summary Measured signal is a function of target reflectance –plus atmospheric component (scattering, absorption) –Need to choose appropriate regions (atmospheric windows) μ-wave region largely transparent i.e. can see through clouds in this region one of THE major advantages of μ-wave remote sensing Top-of-atmosphere (TOA) signal is NOT target signal To isolate target signal need to... –Remove/correct for effects of atmosphere –A major part component of RS pre-processing chain Atmospheric models, ground observations, multiple views of surface through different path lengths and/or combinations of above
35 Summary Generally, solar radiation reaching the surface composed of – =25 % diffuse attentuation even in clearest possible conditions –minimum loss of 25% due to molecular scattering and absorption about equally –Normally, aerosols responsible for significant increase in attenuation over 25% –HENCE ratio of diffuse to total also changes –AND spectral composition changes
36 Reflectance When EMR hits target (surface) Range of surface reflectance behaviour perfect specular (mirror-like) - incidence angle = exitance angle perfectly diffuse (Lambertian) - same reflectance in all directions independent of illumination angle) From Natural surfaces somewhere in between
37 Surface energy budget Total amount of radiant flux per wavelength incident on surface, ( ) W m -1 is summation of: reflected r, transmitted t, and absorbed, a i.e. ( ) = r + t + a So need to know about surface reflectance, transmittance and absorptance Measured RS signal is combination of all 3 components After: Jensen, J. (2000) Remote sensing of the environment: an Earth Resources Perspective.
38 Reflectance: angular distribution Real surfaces usually display some degree of reflectance ANISOTROPY Lambertian surface is isotropic by definition Most surfaces have some level of anisotropy From: Figure 2.1 Four examples of surface reflectance: (a) Lambertian reflectance (b) non-Lambertian (directional) reflectance (c) specular (mirror-like) reflectance (d) retro-reflection peak (hotspot). (a)(b) (c)(d)
39 Directional reflectance: BRDF Reflectance of most real surfaces is a function of not only λ, but viewing and illumination angles Described by the Bi-Directional Reflectance Distribution Function (BRDF) BRDF of area A defined as: ratio of incremental radiance, dL e, leaving surface through an infinitesimal solid angle in direction ( v, v ), to incremental irradiance, dE i, from illumination direction ’( i, i ) i.e. After: Jensen, J. (2000) Remote sensing of the environment: an Earth Resources Perspective. is viewing vector ( v, v ) are view zenith and azimuth angles; ’ is illum. vector ( i, i ) are illum. zenith and azimuth angles So in sun-sensor example, is position of sensor and ’ is position of sun
40 Directional reflectance: BRDF Note that BRDF defined over infinitesimally small solid angles , ’ and interval, so cannot measure directly In practice measure over some finite angle and and assume valid From: surface area A surface tangent vector ii 2-v2-v vv ii incident solid angle incident diffuse radiation direct irradiance ( E i ) vector exitant solid angle viewer Configuration of viewing and illumination vectors in the viewing hemisphere, with respect to an element of surface area, A.
41 Directional reflectance: BRDF Spectral behaviour depends on illuminated/viewed amounts of material Change view/illum. angles, change these proportions so change reflectance Information contained in angular signal related to size, shape and distribution of objects on surface (structure of surface) Typically CANNOT assume surfaces are Lambertian (isotropic) From: Modelled barley reflectance, v from –50 o to 0 o (left to right, top to bottom).
42 Directional Information
43 Directional Information
44 Features of BRDF Bowl shape –increased scattering due to increased path length through canopy
45 Features of BRDF Bowl shape –increased scattering due to increased path length through canopy
47 Features of BRDF Hot Spot –mainly shadowing minimum –so reflectance higher
48 The “hotspot” See
50 Directional reflectance: BRDF Good explanation of BRDF:
51 Hotspot effect from MODIS image over Brazil
52 Measuring BRDF via RS Need multi-angle observations. Can do three ways: multiple cameras on same platform (e.g. MISR, POLDER, POLDER 2). BUT quite complex technically. Broad swath with large overlap so multiple orbits build up multiple view angles e.g. MODIS, SPOT-VGT, AVHRR. BUT surface can change from day to day. Pointing capability e.g. CHRIS-PROBA, SPOT-HRV. BUT again technically difficult
53 Albedo Total irradiant energy (both direct and diffuse) reflected in all directions from the surface i.e. ratio of total outgoing to total incoming Defines lower boundary condition of surface energy budget hence v. imp. for climate studies - determines how much incident solar radiation is absorbed Albedo is BRDF integrated over whole viewing/illumination hemisphere Define directional hemispherical refl (DHR) - reflectance integrated over whole viewing hemisphere resulting from directional illumination and bi-hemispherical reflectance (BHR) - integral of DHR with respect to hemispherical (diffuse) illumination DHR = BHR =
54 Albedo Actual albedo lies somewhere between DHR and BHR Broadband albedo, , can be approximated as where p( ) is proportion of solar irradiance at ; and ( ) is spectral albedo so p( ) is function of direct and diffuse components of solar radiation and so is dependent on atmospheric state Hence albedo NOT intrinsic surface property (although BRDF is)
55 Typical albedo values
56 Surface spectral information Causes of spectral variation in reflectance? (bio)chemical & structural properties e.g. In vegetation, phytoplankton: chlorophyll concentration soil - minerals/ water/ organic matter Can consider spectral properties as continuous e.g. mapping leaf area index or canopy cover or discrete variable e.g. spectrum representative of cover type (classification)
61 Summary Last week Introduction to EM radiation, the EM spectrum, properties of wave / particle model of EMR Blackbody radiation, Stefan-Boltmann Law, Wien’s Law and Planck function This week radiation geometry interaction of EMR with atmosphere atmospheric windows interaction of EMR with surface (BRDF, albedo) angular and spectral reflectance properties