geog 4/581: satellite digital image analysis
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Geog 4/581: Satellite Digital Image Analysis
Instructor: Geoffrey DuhCourse webpage:
http://web.pdx.edu/~jduh/courses/geog481w07/index.htm
Overview
• What is remote sensing?
• How can RS techniques be used?
• Why do you learn RS?
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Definition
• The science of remote sensing comprises the analysis and interpretation of measurements of electromagnetic radiation that is reflected from or emittedby a target and observed or recorded from a vantage point by an observer or instrument that is not in contact with the target.
Image Interpretation Tasks
• Classification– Detection, recognition, identification
• Enumeration– Counting, statistics
• Measurement– Photogrammetry: geometry– Photometry: intensity– Radiometry (spectrometry): spectrum
• Delineation– Thematic mapping
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Remote Sensing Components
Remote Sensing Applications
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Classification done by D. Fuhriman.
LIDAR data for Pawleys Island, SC.(Source: NOAA Coastal Services Center)
The red areas show the logging disturbance in Brazil. (The loggiThe red areas show the logging disturbance in Brazil. (The logging region comes from the Carnegie ng region comes from the Carnegie Institution, which is overlaid on image from Google Earth.)Institution, which is overlaid on image from Google Earth.)
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Elements of Image Interpretation
• Color (tone, hue) • Texture• Shadows• Pattern• Association• Shape• Size• Site
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Digital Image Analysis
• Digital vs. analog• Digital number (DN), brightness value (BV)• Pixels• Bands (channels)• Resolution• Platform and sensors• GIS
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ETM+: CIR False Color Composite Image
Electromagnetic Radiation
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What is EMR?
• EMR is generated by the change of energy levels of electron, decay of radioactive substances, the thermal dynamics of atoms and molecules, …
Distance Unit• Micron (µm): micrometer• 1 mm = 1000 µm• 1 µm = 1000 nm (nanometer)• Blue wavelength: 0.4 ~ 0.5 µm or 400 ~ 500 nm
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Properties of EMR
Wave Theory• Wavelength• Frequency• Amplitude
Photons
EMR Spectrum
Optical Spectrum: 0.3 – 15 µmReflective Spectrum: 0.38-3 µm
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EMR Energy
• Radiant exitance (Me): watts emitted from a surface
• Radiant flux: m-kg-sec (watts) delivered to a surface
• Irradiance (Ee): radiant flux per unit area• Radiance: radiant flux in a specified direction
(i.e., that reaches the sensor)
Interactions with the Atmosphere
• Scattering• Refraction• Absorption
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• Blue sky (Rayleigh)• Red-orange color at sunset (Mie)• Haze
Atmospheric ScatteringETM+ Band 4: NIR (0.75-0.9 µm) ETM+ Band 1: Blue (0.45-0.51 µm)
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O3
H2O
H2O, CO2
Atmospheric Effects and Remote Sensing
IS: surface reflection, ID: refracted, diffused light, IO: scattered light
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Interactions with Surfaces• Reflection
a) Specularb) Diffuse (e.g., Lambertian reflection)c) Corner reflectanced) Volume reflectance
• Absorption• Transmission
Transmitted = Incident radiation – Reflected – Absorbed
Sun Position/Slope Effects• Lambert’s Law of Illumination
I’ = I / cos θ
I’: observed irradianceI: incident irradianceθ: incidence angle
θ
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Spectral Properties of Objects