Principal Investigator: H. Rott, Univ. of Innsbruck, Austria
Co-Investigator: C. Mätzler, Univ. Bern, Switzerland
Collaborators: D.-M. Floricioiu, T. Nagler, A. Siegel, Univ.
Innsbruck
OBJECTIVES
Evaluate the potential of multiparameter SAR for environmental
monitoring in high alpine regions with emphasis on hydrological
and glaciological applications.
Develop techniques for the extraction of snow and glacier parameters
from the spaceborne SAR data.
Derive information on mass balance and dynamics of glaciers in
the Austrian Alps and on the Southern Patagonian Icefield from
SIR-C/X-SAR data.
INVESTIGATIONS PERFORMED
Snow and Glacier Studies in the Test Site Ötztal, Austria
Extensive field measurements were carried out in the test site
Ötztal in the Central Alps of Austria during both SIR-C/X-SAR
missions, SRL-1 and SRL-2, to obtain basic data for methodological
research. Fig. 1 shows a false color representation of the central
part of the test site which extends over altitudes between 1890
m, near the village Vent, and 3770 m. Because of the rugged topography
the illumination differences between foreslopes and backslopes
are very pronounced.
In Fig. 1 the accumulation areas appear in blue to purple colors
because of high backscattering in April. These areas are covering
plateaus with comparatively gentle topography at altitudes between
2900 m and 3300 m a.s.l. The glacier tongues, appearing in cyan
color, are descending into narrow valleys. Small coniferous forests
are found near the villages Vent and Langtaufers. These forests
appear in red because of high cross-polarized backscattering at
L-band.
Five X-SAR images and three SIR-C images were acquired over Ötztal
between 10 April and 14 April 1994 (SRL-1) and five X-SAR and
SIR-C images between 1 October and 5 October 1994 (SRL-2). Field
measurements were carried out during both missions on ice-free
surfaces and on the glaciers Hintereisferner, Kesselwandferner,
and Gepatschferner, which is the largest glacier of the Ötztaler
Alpen covering 17 km2. Corner reflectors
were deployed, physical properties of snow, ice, and soil were
measured, and meteorological data were recorded at two stations.
Runoff gauges are located at Vent for the basin Rofenache, covering
98 km2 in area, and just below
the terminus of Vernagtferner. Ground-based scatterometer measurements
were carried out at 5 GHz and 35 GHz over snow covered ground
in April and at 5.3 GHz and 10.3 GHz over bare soil and alpine
grassland in October.
The meteorological conditions during the two missions were quite
different, though the runoff in both cases was quite low. During
SRL-1 the glaciers were covered by dry winter snow, the air temperature
at 3000 m was below -10°C, and snowfall was observed during
several days. On the glaciers the snowpack was completely dry,
whereas at elevations below about 2200 m the lower sections of
the snowpack were partly humid. During SRL-2 the mean daily air
temperature dropped by 12°C, resulting in significant changes
of snow properties and backscattering signatures.
Figures 2 and 3 show examples of the signatures for accumulation
areas and for ablation areas of the glaciers. During SRL-1 (in
April) all glacier surfaces were covered by dry winter snow of
2 to 3 m depth. Because dry snow is quite transparent, the signals
in the accumulation areas originate mainly from the frozen firn
below the winter snow. This results in comparatively high °
at X- and C-band, for both the co- and the cross-polarized signals.
During SRL-2, when the accumulation areas were covered by wet
firn with a frozen crust, ° was lower and shows more pronounced
incidence angle dependence. Over the ablation areas the co-polarized
signals are similar in April and October. However, C-band HV is
clearly higher in April due to diffuse scattering contributions
from the dry snow above the ice surfaces.
Seasonal variations of X-band ° are small in the ablation
areas, but strongly pronounced in the accumulation areas (Fig.
3). Part of the short-term variability is an effect of the different
incidence angles of the various data takes (between 43° and
64° for the accumulation site and between 37° and 58°
for the ablation site). In October the change from wet snow surfaces
in DT 18 and DT 34 to humid snow with refrozen crusts in DT 46
and 78 results in an increase of ° by several dB. This example
indicates high capabilities of multitemporal data for separating
accumulation and ablation zones and demonstrates the sensitivity
of X-band for short term variations of snow properties.
Target Classification in High Alpine Terrain
Various algorithms for target classification were investigated
aiming at hydrological and glaciological applications. Glaciers
are of interest as sensitive indicators of climate change and
as water resources. A key glacier parameter for climate research
and hydrology is the annual mass balance Bn
which for Alpine glaciers is usually determined for the period
1 October to 30 September (the mass balance year). Bn
is closely related to the ratio of accumulation area to ablation
area at the end of the mass balance year. This ratio can be derived
from spaceborne imagery. In high mountain regions optical imagery
often can not be used because the firn and ice surfaces are obscured
by clouds or fresh snow. SAR imagery is much less sensitive in
this respect, though humid fresh snow may cause problems for separating
accumulation and ablation areas. In the ice-free parts the discrimination
of surfaces according to different hydrological characteristics
is of interest. In the high Alpine site the following two different
surface types could be discriminated: bare surfaces covered by
rocks or moraines, and vegetated surfaces covered by sedges, grasses,
and dwarf shrubs.
From Figs. 1 and 2 it is obvious that the angular dependence of
the backscattering parameters causes difficulties for classification.
Standardized angular correction terms cannot be applied, because
the angular behaviour is different for each target, and even for
the same target type may vary considerably in time. In general
the incidence angle effects can be significantly reduced for classification
purposes by using polarimetric parameters or power ratios.
Fig. 4 shows results of a classification based on polarimetric
parameters from DT 14.2 of 10 April 1994. The following 5 parameters
contain the main information and therefore were used for classification:
Chv/Ctot,
Lhv/Ltot,
Lhv/Chv,
Chhvv, Lhhvv
, where tot refers to the total power, and the last terms represent
the magnitude of the HH-VV correlation coefficient at C- and L-band,
respectively. X-band was found to add only limited information
to the classification for April (SRL-1), but was very important
for October (SRL-2). For the SRL-2 classification an 8-dimensional
feature vector was used, including the 5 parameters specified
above, and the ratios Chv/Xvv,
Lhh/Xvv,
and Lhv/Xvv.
Supervised classification (maximum likelihood) was carried out
after segmentation of glaciers and ice-free areas using high resolution
optical data. These data were used because the SAR backscattering
signatures of the rough, partly rock-covered ice surfaces near
the glacier margins and the signatures of the pro-glacial moraines
are similar. Though the test site was fully covered by fresh snow
in April, the classification results (Fig. 4) are quite useful.
The accumulation areas Ac, determined
from the April SIR-C images, agree reasonably well with Ac
derived from field work end of September 1993, in particular if
uncertainties of field data are also taken into account. Field
data are available for the three glaciers Hintereisferner, Kesselwandferner,
Vernagtferner, showing the ratios (At
= total glacier area) Ac/At:
0.48, 0.73, 0.32. The corresponding numbers from Fig. 4 are: 0.38,
0.64, 0.37.
Another option for separating accumulation and ablation areas
is segmentation by means of multi-temporal ratios of backscattering
(April versus October) using X-band or C-band data. In case of
X-band, the threshold of the ratio for separating accumulation
and ablation areas varies depending on the data take because of
backscattering changes due to freezing of the top snow layer (Fig.
3). C-band is less sensitive to short-term variability.
SIR-C/X-SAR Data Analysis and Related Field Activities on the
Southern Patagonian Icefield
Extended parts of the Southern Patagonian Icefield (SPI) and of
the Northern Patagonian Icefield, were imaged by SIR-C/X-SAR.
SPI covers approximately 13.000 km2
and stretches for 350 km from 48.3° S to 51.5° S. The
main accumulation zones are located on level plateaus at elevations
between 1200 m and 2500 m a.s.l. The large outlet glaciers on
the western side terminate with calving fronts in the Pacific
fjords, the major outlet glaciers on the eastern side are calving
into the big Patagonian lakes. Observations of glacier fronts
indicate a general trend of glacier retreat, however, with some
striking exceptions. Though SPI is the largest contiguous mid-latitude
ice mass, very little is known about its glaciers due to the adverse
weather conditions, the difficult access, and the large crevasse
zones. Thus SIR-C/X-SAR offered the opportunity for advancing
the knowledge on glaciers of SPI significantly.
Our analysis of SIR-C/X-SAR data concentrated on Viedma Glacier,
which is located in the central part of SPI and covers an area
of about 950 km2, and on Moreno
Glacier covering 250 km2. During
a field trip to Viedma Glacier in February 1994 ground control
points were measured by means of GPS and surface characteristics
were studied. An extensive field program on climatological and
glaciological data is going on at Moreno Glacier which is known
for repeated advances and retreats since 1917, damming up the
southern arm (Brazo Sur) of Lago Argentino several times by reaching
the opposite bank on Peninsula Magellanes. Since 1990 up to 1996
the glacier has been in an advanced position, touching the opposite
bank but not damming the lake because of open channels through
the ice. Between March 1994 and November 1996 four field campaigns
have been carried out on Moreno Glacier. The field work included
the installation of an automatic climate station, measurements
of ice ablation and motion at 10 stakes along the traverse profile
(Fig. 7) and of 10 additional stakes at lower and higher elevations,
ice thickness measurements along the profile and at other points
using seismic techniques, GPS measurements of glacier boundaries,
echo-sounding of lake-depth in front of the glacier. Together
with the interferometric SIR-C/X-SAR data, which have been acquired
on 7, 9, and 10 October 1994, this represents the most complete
data set ever obtained over any of the glaciers in Patagonia.
The interferometric analysis of SIR-C/X-SAR represents a most
valuable supplement to the field data. Interferograms were calculated
for X-, C-, and L-band data, but only the L-band data showed reasonable
coherence over the glacier surfaces. Coherence was lost at X-
and C-band within one day because the snow and ice surfaces were
melting up to high altitudes.
One color sequence (one fringe) in the L-band interferogram (Fig.
7) corresponds to a phase shift of 2 between the two images, the
fringes are superimposed to the SAR amplitude image. In the ice-free
regions the interferometric fringes correspond to an altitude
difference of 550 m. On the glaciers the fringes are related to
the ice velocity component in direction of radar illumination
(the range direction) and to altitude. According to the radar
wavelength and the imaging geometry, at a given altitude one fringe
corresponds to a difference in ice motion of 21.7 cm in 24 hours.
The ice velocities can be derived interferometrically over the
main parts of the terminus, but coherence is lost near the heavily
crevassed calving front. For this area amplitude correlation was
applied to derive motion vectors. The results of the motion analysis
are discussed in the next section.
SIGNIFICANT RESULTS
Glacier Mass Balance and Runoff in the Alps
Glaciers are important sources of fresh water in many mountain
regions. The glacier contribution to runoff depend on the climatic
conditions and show considerable interannual variations. Thus
in a year of positive mass balance the runoff contribution from
glaciers is smaller than the precipitation falling on the glacier
surfaces. During years of negative mass balance the runoff is
increased due to the glacier contribution. Because negative mass
balance is often linked with reduced precipitation and with increased
evaporation in the ice-free zones, the glaciers are balancing
the runoff regime. These aspects are of importance for water management.
If the relation between the extent of the accumulation area Ac
and the mass balance Bn
of a glacier is known, Bn can be
estimated by means of satellite imagery. The accumulation areas
in Fig. 4, based on data of SRL-1, refer to the end of the mass
balance year October 1992 to September 1993. According to this
classification the mean ratio for all glaciers of the basin Venter
Ache was Ac/At
= 0.33. This points out that the glacier mass balance was clearly
negative, because Ac/At
= 0.7 corresponds to Bn of about
zero (no change of glacier mass).
Fig. 5 shows the extent of accumulation and ablation areas derived
form X-SAR data of DT 46.1, acquired on 3 October 1994. The backscattering
ratio between April and October was the basis for this classifications,
using the threshold of -7 dB for separating accumulation and ablation
areas. The ratios Ac/At
from Fig. 5 refer to the mass balance year 1993/94. For the drainage
basin Venter Ache the mean ratio was Ac/At
= 0.20. For the three main glaciers Hintereisferner, Kesselwandferner,
Vernagtferner we obtain from the SAR classification Ac/At:
0.28, 0.41, 0.12, which compares well with the field data (0.31,
0.33, 0.22).
Applying the mean relation between Ac/At
and Bn, (known from field investigations
on three glaciers) to the glacier area of 40.0 km2
in the basin Rofenache, we come up with the following runoff contributions
due to decrease of glacier mass: 30 Million m3
for the mass balance year 1992/93 and 44 million m3
for 1993/94. Compared to the overall runoff of 137 Million m3
for 1992/93 and 177 Million m3 1993/94
this is a considerable percentage.
Glacier Retreat in Patagonia
As the glaciers in the Alps, most of the glaciers of SPI showed
significant retreat during the last decades. A pronounced sign
of retreat, the outbreak of a lake dammed by Viedma Glacier, could
be detected by means of SIR-C/X-SAR images from the two flights.
The lake, Laguna Viedma, has been stable at least during the last
century. Fig. 6 shows the lower terminus of Viedma Glacier with
the ice front calving into Lago Viedma, one of the big Patagonian
lakes. The comparison of SIR-C/X-SAR images from SRL-1 and SRL-2
showed that the lake area decreased from 5.5 km2
in April 1994 to 1.5 km2 in October
1994 and the water level lowered by about 100 m. The total drainage
due to this event is estimated at 400 Million m3
of water. This outbreak of the lake, after a long period of only
minor frontal retreat, indicates changes in the hydraulic regime
of the glacier and possibly the start of a major retreat.
Dynamics and Mass Fluxes of Moreno Glacier
The synergistic data set of SIR-C data and field observation for
Moreno Glacier enables the calculation of mass fluxes. Fig. 8
shows a map of ice motion of the glacier terminus. The range component
of the velocity vector was derived from the L-band interferogram
(Fig. 7) after phase unwrapping and subtraction of the topographic
phase ramp. The motion close to the calving front was derived
by means of amplitude correlation, using L-band data from 7 and
10 October 1994. The flowlines, derived from Landsat images and
aerial photography, were required to calculate the magnitude of
the velocity vector from the interferometrically derived range
component. Selected flowlines are shown in Fig. 8. The interferometric
analysis shows good agreement with the field data of ice motion
measured over a year.
The motion analysis shows that the ice stream on the orographically
right side provides the main contribution of mass to the ablation
area. Near the equilibrium line, in a heavily crevassed zone,
this ice stream reaches velocities up to 4 m per day, as derived
from the interferogram. Based on the ice motion analysis and on
seismic ice thickness measurements an annual ice transport of
0.95 x 109 m3
was calculated for the transverse profile. The maximum depth near
the centre of the profile is 720 m. From the motion field it has
to be concluded that the ice thickness decreases considerably
towards the calving terminus. About half of the ice flowing through
the profile reaches the calving front, the other part is lost
due to melting. The combination of SIR-C interferometry and field
measurements enabled for the first time to calculate the mass
fluxes of one of the main glaciers in Patagonia, a region of significant
interest for global change research.
PUBLICATIONS
Mätzler C., T. Weise, T. Strozzi, D.-M. Floricioiu, H. Rott - 1996: Microwave snowpack studies in the Austrian Alps during the SIR-C/X-SAR experiment in April 1994. Inst. of Applied Physics, Univ. Bern, Research Report No. 96-3: 38 pp.
Mätzler, C., T. Weise, T. Strozzi, D.-M. Floricioiu, H. Rott - 1997: Microwave snowpack studies during the SIR-C/X-SAR experiment. Int. J. of Remote Sensing, in press.
Nagler T. - 1996: Methods and analysis of synthetic aperture radar (SAR) Data form ERS-1 and X-SAR for snow and glacier applications. Ph. D. thesis, Univ. of Innsbruck.
Rott H.: Glacier studies by means of SIR-C/X-SAR. In: The X-SAR Picture Book, W. Noack (Editor), Springer Verlag, in press.
Rott H., T. Nagler and D.-M. Floricioiu - 1996: Snow and glacier parameters derived from single channel and multi-parameter SAR. Proc. of Int. Symp. on Retrieval of Bio- and Geophysical Parameters from SAR Data for Land Applications, CNES, Toulouse: 479-488.
Skvarca P., H. Rott and M. Stuefer - 1995: Synergy of ERS-1 SAR,
X-SAR, Landsat TM imagery and aerial photography for glaciological
studies of Viedma Glacier, southern Patagonia. Proceedings,
VII Simposio Latinoamericano de Percepciòn Remota, SELPER,
Puerto Vallarta, México, Nov. 1995: 674-682.
FIGURES
Figure 1: Geocoded, terrain
corrected SIR-C image, DT 46. of the test site Ötztal, Austria,
channels Lhv (SRL-2) in red, Chh (SRL-2) in green and Chh (SRL-1)
in blue. The yellow line corresponds to the boundary of the drainage
basin Rofenache. Glaciers: H-Hintereisferner, G-Gepatschferner,
K-Kesselwandferner, V-Vernagtferner, R-the runoff gauge near Vent,
L-Langtaufers.
Figure 2: Angular dependence
of backscattering at C-band VV and HV polarizations in dependence
of the local incidence angle for the accumulation and ablation
areas on the glaciers, from SIR-C data of 12 April 1994 (SRL-1)
and 3 October 1994 (SRL-2).
Figure 3: Seasonal and
short-term variations of s0
from X-SAR data for sites in the accumulation area and in the
ablation area.
Figure 4: Thematic map
of the test site Ötztal, based on classification of SIR-C
data, DT 14.2, 10 April 1994. White - accumulation areas, blue
- ablation areas, grey - bare rock and soil, green - vegetation,
black - layover and foreshortening.
Figure 5: Extent of accumulation
areas (white) and ablation areas (blue) derived from X-SAR data
of DT 46.0, 3 October 1994; black - layover and shadow.
Figure 6: Section of X-SAR
image, DT 13.06, from 10 April 1994 (in red) and 1 October 1994
(in blue) showing the terminal part of Viedma Glacier. The green
line represents the boundary of Laguna Viedma on 10 April 1994,
the magenta line on 1 October 1994.
Figure7: Interferogram of the Moreno Glacier region, based on SIR-C data in L-band from 9 and 10 October 1994. The dotted line across the terminus corresponds to the transverse profile of ice thickness
and motion. B.S. - Brazo Sur; L.A.- Lago Argentino.
Figure 8: Magnitude of
the velocity vector (in colors) on the terminus of Moreno Glacier,
derived by means of SIR-C interferometry and amplitude correlation.
The lines of flow direction were analyzed from optical images.