Multitemporal Diurnal AVIRIS Images of a Forested
Ecosystem
Susan L. Ustin
Department of Land, Air, And Water Resources
University of California, Davis, CA 95616
and
Milton O. Smith, And John B. Adams
Department of Geological Sciences
University of Washington, Seattle, WA 98195
Introduction
Both physiological and ecosystem structural information may be derived
from diurnal images. Structural information may be inferred from changes
in canopy shadows between images and from changes in spectral composition
due to changes in proportions of subpixel mixing resulting from the differences
in sun/view angles. Physiological processes having diurnal scales also
may be measurable if a stable basis for spectral comparison can be established.
Six diurnal images of an area east of Mt. Shasta, CA were acquired on September
22, 1989. This unique diurnal data set provided an opportunity to test
the consistency of endmember fractions and residuals. We expected that
shade endmember abundances would show the greatest change as lighting geometry
changed and less change in the normalized fractional proportion of other
endmembers. Diurnal changes in spectral features related to physiological
characteristics may be identifiable as changes in wavelength specific residuals.
Methods
Multitemporal images of AVIRIS data were acquired at 9.97, 10.36, 10.96,
12.97, 13.36, and 13.96 hr local solar time. This resulted in three pairs
of images (flight 17; runs 2, 3, 5, 11, 23, 14; segment 1) roughly matched
in time before and after local solar noon (D
4.2min, D 16.8 min. and D
4.2min). The flight schedule was chosen to maximize the diurnal separation
between the first and last flightlines (3.99hr) but to minimize the changes
in canopy shading due to the diurnal trajectory of the solar zenith angle.
The study area included discontinuous ponderosa pine forests, recent clear
cuts, Great Basin sagebrush communities, meadows, and narrow riparian zones
along drainages. The terrain is relatively flat over most of the area.
Sky conditions measured with a Regan Radiometer were clear with optical
depth at the theoretical maximum (389km), with low aersols (876.7mbar,
255.8matm O3). Overflights were acquired at the end of the dry
Mediterranean summer about one week after a relatively heavy precipitation
event. Leaf area index was determined from three sites within the flightline
from fisheye photographs. Tree height, DBH, and stand density was measured
in several stands and biomass estimated from allometric relationships.
Spectral mixture analysis was performed on each of the six AVIRIS images.
The iterative mixture analysis resulted in the selection of the same set
of library endmembers for each image and converged upon similar gains and
offsets for each calibration.
Results
We found that most of the region could be modeled by four endmembers, a
green vegetation type characteristic of ponderosa pine foliage in the library,
shade, and two nonphotosynthetic endmembers: one having the characteristics
of "stems," i.e., resembling bark or having a radish-brown cast, and the
other having spectral characteristics consistent with weathered litter.
In all cases, dry plant material rather than soils or mineral samples was
selected from the spectral library as the best fit to the image endmembers.
This is the first example that we are aware of in which more than one nonphotosynthetic
canopy component has been identified in AVIRIS images. The nonphotosynthetic
fractions are generally negatively correlated, although different community
types (dry meadows to mature forests) characteristically fall within restricted
regions of the data volume. The two nonphotosynthetic fractions exhibit
independent relationships with the green vegetation fraction. Thus, the
fraction patterns of these endmembers are independent and appear to be
community specific. This suggests that endmember fractions can provide
a good method for differentiating communities.
As expected, the shade endmember showed the largest magnitude of diurnal
change, although patterns were not symmetric about solar noon and appeared
to relate more consistently to community types and structure differences.
Normalized green and nonphotosynthetic vegetation fractions (resealed without
the shade fraction) exhibited a smaller range of diurnal variation. Figure
1 shows the diurnal pattern in the green vegetation endmember abundances
we observed for ten community types. The magnitudes of diurnal patterns
were community specific and consistent for given types. They did not exhibit
diurnal symmetry expected from sun angle changes. Least evidence of diurnal
changes was found in dry meadows and greatest in mature forests. Forests
exhibited a trend for decreasing green vegetation fraction during the four
hour period. The magnitude of the fraction change appears to be greater
than can be explained by calibration errors, although the basis is not
understood. These patterns may possibly result from different canopy components
being illuminated as sun angles change.
List of Figures
Figure 1. Changes in GVFS in six AVIRIS images of ten areas near
Shasta, California. The numbered times correspond to 1) 9.97, 2) 10.36,
3) 10.96, 4) 12.97, 5)13.36, and 6) 13.96 local solar time. The numbered
areas correspond to 1) 1st recent clear cut 2) 2nd recent clear cut, 3)
1st older clear cut, 4) 2nd older clear cut, 5) 1st mature second growth
ponderosa pine forest, 6) 2nd mature ponderosa pine forest, 7) ponderosa
pine plantation, 8) 1st young ponderosa pine forest, 9) 2nd young ponderosa
pine forest, and 10) meadow.
1998, Center for Spatial
Technologies and Remote Sensing (CSTARS)
University of California, Davis