Evaluation of Spatial Productivity Patterns in an Annual
Grassland During an AVIRIS Overflight*
John A. Gamon1, Christopher B. Field2
and Susan L. Ustin3
1California State University, Los Angeles
5151 State University Drive
Los Angeles, CA 90032
2Carnegie Institution of Washington
Department of Plant Biology
290 Panama Street
Stanford, CA 90035
3Department of Land, Air and Water Resources
University of California, Davis
Davis, CA 95616
1. Background
In May, 1991, coincident with an AVIRIS overflight, we completed a ground-based
study covering 9 hectares of an annual grassland. There were two goals
to this ground study:
1) Obtain ecologically and physiologically meaningful data for relating
AVIRIS images to canopy structure, biochemistry and physiology.
2) Evaluate the suitability of the 20-m AVIRIS pixel size for depicting
detailed spatial patterns of productivity.
2. Materials And Methods
A 9-hectare annual grassland at Stanford University's Jasper Ridge Biological
Preserve was sampled every 20 m for biomass, leaf area index (LAI), intercepted
photosynthetically active radiation (PAR), chlorophyll, nitrogen, surface
temperature and spectral reflectance. These measurements coincided with
the May 14 and 15, 1991, AVIRIS overflights, providing a basis for biological
interpretations of the AVIRIS images. Measurements of photosynthetic fluxes
by eddy correlation were also completed during the overflight.
Three 20x20 m pixels were chosen for detailed ground sampling (every
5-m). The goal was to evaluate the 20-m AVIRIS pixel size by examining
the semivariance in productivity estimates as a function of between-sample
distance.
3. Results
Images derived from ground-based measurements at the 20-m scale depict
the influence of topography, soil and vegetation type on productivity in
the grassland (Fig. 1). Preliminary geostatistical
tests of the ground data also indicate that the 20-m between-sample distance
(comparable to the AVIRIS pixel size) is suitable for studying spatial
productivity patterns in this relatively uniform grassland. Different results
might have been obtained if the study had been conducted on adjacent chaparral
and woodland, composed of complex mosaics of individual canopies 1-10 meters
in diameter.
Good correlations were obtained between ground-based reflectance indices
(SR and NDVI) and several ecologically or physiologically significant indicators
of productivity, including biomass, LAI, canopy chlorophyll and nitrogen
content (Fig. 2). Ground data will he compared
with endmember and residual images derived from mixture models to estimate
productivity patterns from AVIRIS images (Ustin et al., this volume).
Results from this study will be compared with AVIRIS images obtained
at other dates and at other sites and will be compared to CO2
flux measurements that were made concurrently with the overflight. These
studies should assist in development and validation of ecological and physiological
models for AVIRIS image interpretation.
4. Acknowledgments
This work was partly supported by the A. W. Mellon Foundation, and by the
enthusiastic efforts of Nona Chiariello, Geeske Joel, Barbara Mortimer,
Robert Rousseau and Riccardo Valentini.
1998, Center for Spatial
Technologies and Remote Sensing (CSTARS)
University of California, Davis