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Scaling GPP at Flux Tower Sites in the Context of EOS/MODIS Validation
David P. Turner Oregon State University
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Validating MODIS Terrestrial Ecology Products with Satellite and In-situ Measurements
Warren Cohen USDA Forest Service David Turner Oregon State University Tom Gower University of Wisconsin Peter Reich University of Minnesota Steve Running University of Montana
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BigFoot Objectives Develop and validate data layers (25 km2) for land cover, leaf area index (LAI), and net primary production (NPP) at high spatial resolution (25 m) at sites representing the major biomes Use these data layers for validation of MODIS land cover, LAI and NPP products Study scaling issues related to monitoring of global NPP
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HARV HARV Leaf-off Leaf-on KONZ April July September
Capturing seasonality With ETM+ is important to both land cover and LAI mapping HARV Leaf-off Leaf-on KONZ April July September
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Field-Based Sampling Design
100 25m2 plots 80 in a nested spatial series 20 plots broadly distributed Plot measurements Vegetation cover LAI, fPAR Aboveground biomass Aboveground productivity Belowground productivity
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GPP = (NEE – Re) GPP = gross primary production (gC m-2 d-1)
For daylight period GPP = gross primary production (gC m-2 d-1) NEE = net ecosystem exchange (half hourly) Re = ecosystem respiration (half hourly)
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PAR = from DAO climate model
MODIS GPP Product GPP (gC m-2 d-1) = PAR * fAPAR * g Where: PAR = from DAO climate model fAPAR = from MODIS reflectances g ( gC MJ-1) = GPP / APAR MODIS g from lookup table Spatial Resolution is 1 km Temporal Res. is 8-day mean
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AGRO (29 July 99) LAI 27 July 99 98 % accurate (cross validation)
P vs. O r^2 = 0.72
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* * Data courtesy of S. Wofsy and Ameriflux
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* * Data courtesy of S. Wofsy and Ameriflux
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* Data courtesy of D. Bremmer, A. Knapp, J. Ham
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* * Data courtesy of T. Meyers and FLUXNET
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NPP and GPP at the Northern Boreas Site
(units are gC m-2 yr-1) Old Black Spruce (1994) ANPP (measured ) BNPP (estimated) TNPP GPP (flux tower) ~800 NPP/GPP TNPP (measured) Plant Respiration (scaled) GPP NPP/GPP
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NPP and GPP at the Konza Site
(units are gC m-2 yr-1) tallgrass prairie (1997) ANPP (measured ) BNPP (estimated) TNPP GPP (flux tower) NPP/GPP TNPP (simulated) GPP (simulated) NPP/GPP (simulated)
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Konza Prairie false color composite TM imagery
* Konza Prairie false color composite TM imagery * Images courtesy of Konza LTER web site
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NPP and GPP at the Bondville Site
(units are gC m-2 yr-1) corn (1999) soybean (1999) ANPP (measured ) BNPP (estimated) TNPP GPP (flux tower) (1999) NPP/GPP TNPP (simulated) GPP (simulated) NPP/GPP
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* * Derived from tower PAR data courtesy of S. Wofsy and Ameriflux
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Conclusions Still lots to be done reconciling tower-based GPP and the sum of measured NPP and scaled plant respiration At some tower sites, spatial heterogeneity matters in linking tower NEE to field measurements and modeling A scaling approach using high resolution remote sensing and NPP models permits indirect linkage of flux tower measurements to MODIS GPP products at the 1 km spatial resolution and 8 day temporal resolution
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