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Introduction to RADAR Remote Sensing for Vegetation Mapping and Monitoring Wayne Walker, Ph.D.

Introduction to RADAR Remote Sensing for Vegetation ... · Introduction to RADAR Remote Sensing for . Vegetation Mapping and Monitoring. Wayne Walker, Ph.D. ... Synthetic Aperture

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Page 1: Introduction to RADAR Remote Sensing for Vegetation ... · Introduction to RADAR Remote Sensing for . Vegetation Mapping and Monitoring. Wayne Walker, Ph.D. ... Synthetic Aperture

Introduction to RADAR Remote Sensing for Vegetation Mapping and Monitoring

Wayne Walker, Ph.D.

Page 2: Introduction to RADAR Remote Sensing for Vegetation ... · Introduction to RADAR Remote Sensing for . Vegetation Mapping and Monitoring. Wayne Walker, Ph.D. ... Synthetic Aperture

• What is RADAR (and what does it measure)?

• RADAR as an active sensor

• Applications of RADAR to vegetation mapping/monitoring

• What determines RADAR backscatter from vegetation?

System parameters (Sensor)Target parameters (Ground)

• What is Speckle?

• Photographic review of forest structure

Outline

Page 3: Introduction to RADAR Remote Sensing for Vegetation ... · Introduction to RADAR Remote Sensing for . Vegetation Mapping and Monitoring. Wayne Walker, Ph.D. ... Synthetic Aperture

What is RADAR?

RADAR is an acronym that stands for:

Radio Detection and Ranging

RADIO

Page 4: Introduction to RADAR Remote Sensing for Vegetation ... · Introduction to RADAR Remote Sensing for . Vegetation Mapping and Monitoring. Wayne Walker, Ph.D. ... Synthetic Aperture

What is RADAR?

RADAR is an acronym that stands for:

Radio Detection and Ranging

• Running time:

• Distance:

t = 2Rc

2c tR =

Page 5: Introduction to RADAR Remote Sensing for Vegetation ... · Introduction to RADAR Remote Sensing for . Vegetation Mapping and Monitoring. Wayne Walker, Ph.D. ... Synthetic Aperture

What is RADAR?

SAR is an acronym that stands for:

Synthetic Aperture RADAR

All imaging RADAR sensors used for remote sensing are Synthetic Aperture Radars.

Phased Array L-Band SAR

Page 6: Introduction to RADAR Remote Sensing for Vegetation ... · Introduction to RADAR Remote Sensing for . Vegetation Mapping and Monitoring. Wayne Walker, Ph.D. ... Synthetic Aperture

A. Roth, MFFU Sommerschule, 2000

• Amplitude depends on target properties (structure and dielectric properties).

• Phase is a function of the distance between sensor and the target as well as target properties.

What does RADAR measure?

Page 7: Introduction to RADAR Remote Sensing for Vegetation ... · Introduction to RADAR Remote Sensing for . Vegetation Mapping and Monitoring. Wayne Walker, Ph.D. ... Synthetic Aperture

Passive sensors: ● Rely on the sun as an energy source● Detect only naturally occurring energy

Energy Source

Passive sensor

RADAR as an active sensor

Energy Source

Active sensor

Active sensors: ● Act as their own energy source● Detect backscattered energy

Page 8: Introduction to RADAR Remote Sensing for Vegetation ... · Introduction to RADAR Remote Sensing for . Vegetation Mapping and Monitoring. Wayne Walker, Ph.D. ... Synthetic Aperture

Applications

Mapping forest/land cover

Mapping wetlands (inundated/flooded versus non-flooded)

Mapping structural attributes (height, basal area, biomass, volume)

Monitoring disturbance (logging, fire, windthrow, insect damage)

Monitoring change (deforestation, degradation, reforestation)

Monitoring photosynthetic processes (growing-season length)

Applications of RADAR to vegetation mapping/monitoring

Page 9: Introduction to RADAR Remote Sensing for Vegetation ... · Introduction to RADAR Remote Sensing for . Vegetation Mapping and Monitoring. Wayne Walker, Ph.D. ... Synthetic Aperture

System Parameters (Sensor)

Wavelength/Frequency (X, C, L, and P bands)

Polarization (HH, VV, and HV)

Incidence angle

Resolution

Target Parameters (Ground)

Structure (size, orientation, and distribution of scattering surfaces)

Surface roughness (relative to wavelength)

Dielectric constant (moisture content)

Slope angle/orientation

What determines radar backscatter from vegetation?

Page 10: Introduction to RADAR Remote Sensing for Vegetation ... · Introduction to RADAR Remote Sensing for . Vegetation Mapping and Monitoring. Wayne Walker, Ph.D. ... Synthetic Aperture

System Parameters (Sensor)

Wavelength/Frequency (X, C, L, and P bands)

Polarization (HH, VV, and HV)

Incidence angle

Resolution

What determines radar backscatter from vegetation?

Page 11: Introduction to RADAR Remote Sensing for Vegetation ... · Introduction to RADAR Remote Sensing for . Vegetation Mapping and Monitoring. Wayne Walker, Ph.D. ... Synthetic Aperture

Scattering from vegetation

Types of scattering from a pine stand

Page 12: Introduction to RADAR Remote Sensing for Vegetation ... · Introduction to RADAR Remote Sensing for . Vegetation Mapping and Monitoring. Wayne Walker, Ph.D. ... Synthetic Aperture
Page 13: Introduction to RADAR Remote Sensing for Vegetation ... · Introduction to RADAR Remote Sensing for . Vegetation Mapping and Monitoring. Wayne Walker, Ph.D. ... Synthetic Aperture

Wavelength/Frequency

Page 14: Introduction to RADAR Remote Sensing for Vegetation ... · Introduction to RADAR Remote Sensing for . Vegetation Mapping and Monitoring. Wayne Walker, Ph.D. ... Synthetic Aperture

Wavelength/Frequency

• The primary scatterers in a tree canopy are elements (leaves, branches, and stems) with a size on the order of the wavelength or larger and an orientation similar to that of the incoming signal polarization.

• Elements smaller than the wavelength produce little backscatter but can attenuate the signal

Page 15: Introduction to RADAR Remote Sensing for Vegetation ... · Introduction to RADAR Remote Sensing for . Vegetation Mapping and Monitoring. Wayne Walker, Ph.D. ... Synthetic Aperture

C-band (5 cm)L-band (23 cm)P-band (30-100 cm)

The longer the wavelength, the greater the sensitivity to the vertical structure of vegetation

X-band (3 cm)

Wavelength/Frequency

Page 16: Introduction to RADAR Remote Sensing for Vegetation ... · Introduction to RADAR Remote Sensing for . Vegetation Mapping and Monitoring. Wayne Walker, Ph.D. ... Synthetic Aperture

Wavelength/Frequency

Page 17: Introduction to RADAR Remote Sensing for Vegetation ... · Introduction to RADAR Remote Sensing for . Vegetation Mapping and Monitoring. Wayne Walker, Ph.D. ... Synthetic Aperture

Polarization

Source: J. R. Jensen. 2000. Remote Sensing of the Environment.

Page 18: Introduction to RADAR Remote Sensing for Vegetation ... · Introduction to RADAR Remote Sensing for . Vegetation Mapping and Monitoring. Wayne Walker, Ph.D. ... Synthetic Aperture

Polarization

RadarScatteringIntensity

Short Wave

Long Wave

C

T T

C

T C T C

C = CrownT = Trunk

Page 19: Introduction to RADAR Remote Sensing for Vegetation ... · Introduction to RADAR Remote Sensing for . Vegetation Mapping and Monitoring. Wayne Walker, Ph.D. ... Synthetic Aperture

Depolarization occurs mainly over vegetation, hardly over open ground. Cross polarization (HV or VH) is very sensitive to vegetation parameters

No Depolarization

Courtesy of T. LeToan

Polarization

Little Depolarization

Depolarization

Multiple Scattering

Page 20: Introduction to RADAR Remote Sensing for Vegetation ... · Introduction to RADAR Remote Sensing for . Vegetation Mapping and Monitoring. Wayne Walker, Ph.D. ... Synthetic Aperture

Polarization

HH, VV, HV and color composite of linear polarization images of agricultural fields in southern Manitoba (© CCRS 1993). Acquired by the CV-580 C-band SAR. Processed and provided by CCRS.

Composite C-HV

C-HH C-VV

Page 21: Introduction to RADAR Remote Sensing for Vegetation ... · Introduction to RADAR Remote Sensing for . Vegetation Mapping and Monitoring. Wayne Walker, Ph.D. ... Synthetic Aperture

Incidence angle

Page 22: Introduction to RADAR Remote Sensing for Vegetation ... · Introduction to RADAR Remote Sensing for . Vegetation Mapping and Monitoring. Wayne Walker, Ph.D. ... Synthetic Aperture

50 m 15 m

Sensitivity to Type Boundaries

Resolution

Page 23: Introduction to RADAR Remote Sensing for Vegetation ... · Introduction to RADAR Remote Sensing for . Vegetation Mapping and Monitoring. Wayne Walker, Ph.D. ... Synthetic Aperture

50 m 15 m

Resolution

Sensitivity to Type Boundaries

Page 24: Introduction to RADAR Remote Sensing for Vegetation ... · Introduction to RADAR Remote Sensing for . Vegetation Mapping and Monitoring. Wayne Walker, Ph.D. ... Synthetic Aperture

50 m 15 m

Resolution

Sensitivity to Individual Trees

Page 25: Introduction to RADAR Remote Sensing for Vegetation ... · Introduction to RADAR Remote Sensing for . Vegetation Mapping and Monitoring. Wayne Walker, Ph.D. ... Synthetic Aperture

System Parameters (Sensor)

Wavelength/Frequency (X, C, L, and P bands)

Polarization (HH, VV, and HV)

Incidence angle

Resolution

Target Parameters (Ground)

Structure (size, orientation, and distribution of scattering surfaces)

Surface roughness (relative to wavelength)

Dielectric constant (moisture content)

Slope angle/orientation

What determines radar backscatter from vegetation?

Page 26: Introduction to RADAR Remote Sensing for Vegetation ... · Introduction to RADAR Remote Sensing for . Vegetation Mapping and Monitoring. Wayne Walker, Ph.D. ... Synthetic Aperture

Target Parameters (Ground)

Structure (size, orientation, and distribution of scattering surfaces)

Surface roughness (relative to wavelength)

Dielectric constant (moisture content)

Slope angle/orientation

What determines radar backscatter from vegetation?

Page 27: Introduction to RADAR Remote Sensing for Vegetation ... · Introduction to RADAR Remote Sensing for . Vegetation Mapping and Monitoring. Wayne Walker, Ph.D. ... Synthetic Aperture

StructureConifer - Excurrent

Broadleaf -Decurrent

Taper

Dead snag

Page 28: Introduction to RADAR Remote Sensing for Vegetation ... · Introduction to RADAR Remote Sensing for . Vegetation Mapping and Monitoring. Wayne Walker, Ph.D. ... Synthetic Aperture

Structure

Page 29: Introduction to RADAR Remote Sensing for Vegetation ... · Introduction to RADAR Remote Sensing for . Vegetation Mapping and Monitoring. Wayne Walker, Ph.D. ... Synthetic Aperture

Surface roughness

• As wavelength increases, greater height variation is required for roughness

• As incidence angle increases, greater height variation is required for roughness

Page 30: Introduction to RADAR Remote Sensing for Vegetation ... · Introduction to RADAR Remote Sensing for . Vegetation Mapping and Monitoring. Wayne Walker, Ph.D. ... Synthetic Aperture

Dielectric constant (moisture content)

• Dielectric constant is controlled by the amount of moisture content

• Most common materials have dielectric constants from 1-100

• Radar backscatter is influenced by the amount of moisture in vegetation and soil by affecting the absorption and propagation of electromagnetic energy

• Increasing the moisture content reduces the penetration of the radar signal through a vegetation canopy or into soil.

Mate r i a D i el ect r i c constant

V a c u u m 1 ( b y d A i r 1 . 0 0 0 5 P a p e r 3 . 5 P y r e x g l a s 4 . 7 W a t e r ( 2 0 ° ) 8 0 . 4

Page 31: Introduction to RADAR Remote Sensing for Vegetation ... · Introduction to RADAR Remote Sensing for . Vegetation Mapping and Monitoring. Wayne Walker, Ph.D. ... Synthetic Aperture

Different vegetation types will all have different backscatter properties. In addition, the basicreflectivity of the soil, called the "dielectric constant" will change depending on the amount ofwater that the soil contains. Dry soil has a low dielectric constant and low radar reflectivity.Saturated soil is a strong reflector. Moist and partially frozen soils will have intermediate values.

Dielectric constant (moisture content)

Page 32: Introduction to RADAR Remote Sensing for Vegetation ... · Introduction to RADAR Remote Sensing for . Vegetation Mapping and Monitoring. Wayne Walker, Ph.D. ... Synthetic Aperture

Dielectric constant (moisture content)

Page 33: Introduction to RADAR Remote Sensing for Vegetation ... · Introduction to RADAR Remote Sensing for . Vegetation Mapping and Monitoring. Wayne Walker, Ph.D. ... Synthetic Aperture

Slope angle/orientation

Page 34: Introduction to RADAR Remote Sensing for Vegetation ... · Introduction to RADAR Remote Sensing for . Vegetation Mapping and Monitoring. Wayne Walker, Ph.D. ... Synthetic Aperture

What is speckle?

Page 35: Introduction to RADAR Remote Sensing for Vegetation ... · Introduction to RADAR Remote Sensing for . Vegetation Mapping and Monitoring. Wayne Walker, Ph.D. ... Synthetic Aperture

Speckle filtering always results in a loss of spatial resolution since it is carried out within moving windows.

What is speckle?

Page 36: Introduction to RADAR Remote Sensing for Vegetation ... · Introduction to RADAR Remote Sensing for . Vegetation Mapping and Monitoring. Wayne Walker, Ph.D. ... Synthetic Aperture

Original data Frost filterGamma MAP filter

Retford, UK ERS-2 SAR data April-September 1998

Speckle filtering always results in a loss of spatial resolution since it is carried out within moving windows.

What is speckle?

Page 37: Introduction to RADAR Remote Sensing for Vegetation ... · Introduction to RADAR Remote Sensing for . Vegetation Mapping and Monitoring. Wayne Walker, Ph.D. ... Synthetic Aperture

Structure at the individual tree level

Page 38: Introduction to RADAR Remote Sensing for Vegetation ... · Introduction to RADAR Remote Sensing for . Vegetation Mapping and Monitoring. Wayne Walker, Ph.D. ... Synthetic Aperture

Structure at the individual tree level

Page 39: Introduction to RADAR Remote Sensing for Vegetation ... · Introduction to RADAR Remote Sensing for . Vegetation Mapping and Monitoring. Wayne Walker, Ph.D. ... Synthetic Aperture

Structure at the landscape level (natural landscapes)

Page 40: Introduction to RADAR Remote Sensing for Vegetation ... · Introduction to RADAR Remote Sensing for . Vegetation Mapping and Monitoring. Wayne Walker, Ph.D. ... Synthetic Aperture

Structure at the landscape level (disturbed landscapes)

Page 41: Introduction to RADAR Remote Sensing for Vegetation ... · Introduction to RADAR Remote Sensing for . Vegetation Mapping and Monitoring. Wayne Walker, Ph.D. ... Synthetic Aperture

Structure at the landscape level (managed landscapes)

Page 42: Introduction to RADAR Remote Sensing for Vegetation ... · Introduction to RADAR Remote Sensing for . Vegetation Mapping and Monitoring. Wayne Walker, Ph.D. ... Synthetic Aperture

Structure at the landscape level (ice/snow)

Page 43: Introduction to RADAR Remote Sensing for Vegetation ... · Introduction to RADAR Remote Sensing for . Vegetation Mapping and Monitoring. Wayne Walker, Ph.D. ... Synthetic Aperture

Structure at the landscape level (fire)

Page 44: Introduction to RADAR Remote Sensing for Vegetation ... · Introduction to RADAR Remote Sensing for . Vegetation Mapping and Monitoring. Wayne Walker, Ph.D. ... Synthetic Aperture

Structure at the landscape level (moisture influences)

Page 45: Introduction to RADAR Remote Sensing for Vegetation ... · Introduction to RADAR Remote Sensing for . Vegetation Mapping and Monitoring. Wayne Walker, Ph.D. ... Synthetic Aperture

Thank you!