A Comparison of P- and L-Band PolInSAR 3-D Forest...
Transcript of A Comparison of P- and L-Band PolInSAR 3-D Forest...
A Comparison of P- and L-Band PolInSAR
3-D Forest Structure Estimates:
A Study Case in the Traunstein Forest
M. Pardini1, M. Tello Alonso
1, A. Toraño Caicoya
1,
M. Heym2, K. Papathanassiou
1
1 Microwaves and Radar Institute (DLR-HR)
German Aerospace Center (DLR)
2 Technische Universität München (TUM)
The Traunstein forest (TempoSAR„09 campaign, DLR E-SAR)
L-band P-band
April 27, 28
May 5, 11, 12
October 28
November 5
# of acquisition: 4 to 7 each flight
Max kz : 0.3 to 0.4 @ mid range
Bürgerwald Traunstein
Temperate mixed managed forest
Height Range (H100): 10 - 40m
Biomass Range: 40 ~ 450 t/ha
Moderate Slopes
Forest vertical reflectivity: L- vs P-band
Traunstein site (Germany), 4 tracks L / 5 tracks P, E-SAR, Capon
Lidar H100
Lidar DTM
590m
650m
590m
650m
590m
650m
590m
650m
590m
650m
590m
650m
Slant range (~1Km) Slant range (~1Km)
HH
VV
HV
HH
VV
HV
0 1 Intensity
L-band P-band
L-band HH+VV L-band HH-VV L-band HV
P-band HH+VV P-band HH-VV P-band HV
Forest vertical reflectivity: L- vs P-band
Traunstein site (Germany), 4 tracks L / 5 tracks P, E-SAR, Capon
Lidar H100
Lidar DTM
590m
650m
590m
650m
590m
650m
590m
650m
590m
650m
590m
650m
Slant range (~1Km) Slant range (~1Km)
HH
VV
HV
HH
VV
HV
0 1 Intensity
L-band P-band
L-band HH+VV L-band HH-VV L-band HV
P-band HH+VV P-band HH-VV P-band HV
Dira
c-δ
gro
un
d a
fte
r
top
og
raph
y c
om
pe
nsa
tio
n
Ground Volume
( ) ( ) ( ) ( ) ( )V V G Gf z m z m z zω ω
Ground / Volume separation
( )V zReflectivity profile (2-layer+RVoG)
z
V V G GR C R C RMultibaseline-polarimetric cov. matrix
Algebraic solution based on SVD
Any ambiguity can be removed by assuming a
rank-deficient ground (Dirac-δ hyp.) +
knowledge of the ground height
Maximum ground / volume coherences
Ground / volume search segments
Ground / volume –only coherences after
ambiguity solution
Baseline 1
Baseline 2
Baseline K
[Tebaldini, 2010 – Ferro-Famil, et al. 2013]
HH HH
Ground / Volume separation
590m
650m
590m
650m
Ground Volume Ground Volume
L-band P-band
Ground-to-Volume power ratios
-10dB 10dB G2V power ratio
Growth
stages
LIDAR
H100
0m 45
L, HH P, HH
L, HV P, HV
-10 -5 0 5 10
L-band (dB)
Ground-to-volume ratio, HH
P-b
an
d (
dB
)
10
5
0
-5
-10
-10 -5 0 5 10
L-band (dB)
P-b
an
d (
dB
)
10
5
0
-5
-10
Ground-to-volume ratio, HV
Min / max Ground-to-Volume power ratios
Growth
stages
LIDAR
H100
0m 45
L, min P, min
L, max P, max
4.5dB
-15 -10 -5 0 5 10 15
Ground-to-volume ratio, dB
L-band
P-band
7.5dB
-10dB 10dB G2V power ratio
LiDAR
H100
Ground topography & Forest height
-5m 5
Gro
un
d t
op
og
rap
hy
Fo
res
t h
eig
ht
Est. error
Phase center of the
ground-only Fourier
profile
L-band
P-band
L-band
P-band
RMSE = 2m
ρ = 0.9
RMSE = 2.5m
ρ = 0.9
0 10 20 30 40 50
LiDAR H100, m
0 10 20 30 40 50
LiDAR H100, m
50
40
30
20
10
0
SA
R H
eig
ht,
m
50
40
30
20
10
0
SA
R H
eig
ht,
m
0m 50
Model-based inversion
from volume-only
coherences (exp. profile)
Vertical structure discrimination
1
1
log , K
i
Ki K i ii
jj
H p p p
MB Entropy
Calculated from the eigenvalues λ
of the MB covariance matrix
K: # of images
0 1 MB Entropy
L-band
P-band
Volume
only
Volume
only
Growth
stages
Young
Growing
Mature
Regen.
„Plenter“
0 0.2 0.4 0.6 0.8 1
MB Entropy, H
3
2
1
0
[-]
Normalized histogram
0 0.2 0.4 0.6 0.8 1
MB Entropy, H
3
2
1
0
[-]
Normalized histogram
20m x 20m multilook (slant) for both P- / L- band
Temporal variations at L-band (Capon)
Slant range (~0.6Km) Slant range (~0.6Km) Slant range (~0.6Km)
590m
650m HH
590m
650m VV
590m
650m HV
590m
650m HH
590m
650m VV
590m
650m HV
Slant range (~0.6Km) Slant range (~0.6Km) Slant range (~0.6Km)
590m
650m HH
590m
650m VV
590m
650m HV
590m
650m HH
590m
650m VV
590m
650m HV
Summary
P-band provides:
Increased sensitivity to larger forest structures relevant to forest biomass
Reduced attenuation through the vegetation: higher “visibility” of lower vegetation
layers as well as of the underlying ground
L-band provides:
scattering on smaller forest structures (branches, ..), thus sensitivity to forest
structures of ecological relevance
increased attenuation through the vegetation that provides a reduced “visibility” of the
underlying ground
L-band shows a reduced temporal stability
Increased sensitivity to vegetation / ground moisture conditions and seasonality
Potentially higher amount of information
… but at the same time it may increase interpretation ambiguities: to be discussed
with respect to specific applications and “robust” information extraction
A Comparison of P- and L-Band PolInSAR
3-D Forest Structure Estimates:
A Study Case in the Traunstein Forest
M. Pardini1, M. Tello Alonso
1, A. Toraño Caicoya
1,
M. Heym2, K. Papathanassiou
1
1 Microwaves and Radar Institute (DLR-HR)
German Aerospace Center (DLR)
2 Technische Universität München (TUM)