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Comparison of GPP from Terra-MODIS and AmeriFlux Network Towers

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Presentation on theme: "Comparison of GPP from Terra-MODIS and AmeriFlux Network Towers"— Presentation transcript:

1 Comparison of GPP from Terra-MODIS and AmeriFlux Network Towers
Biome types used in comparison: forests (evergreen needleleaf, deciduous broadleaf, and mixed species), oak savanna, grassland, tundra, and chaparral.

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8 Climate Meteorology tends to explain about 27% of the difference between DAO & Tower results. Meteorology is not an issue at this site. The DAO tends to capture the trends at the site. The most likely sources of error at this site include the over-estimation of LAI. MODIS estimates LAI at ~5, but site LAI is closer to 3. Also, consistent cloudiness in the region leads to potential contamination of the input LAI/fPAR, which is then filled by linear interpolation.

9 Global Daily Surface Meteorology vs Fluxtowers across 9 biomes
From D.P.Turner et al. Remote Sensing of Env. 102:

10 MODIS ASCII Subsets 277 sites worldwide (field sites or flux towers)
Two annual land products, six 8-day land products, one 16-day product, and calculated albedos from Collection 4 Select sites from pick list or Web Map Server Developing Web-based data visualization tools Product Name Surface Reflectance 09A1 Surface Temperature 11A2 Land Cover 12Q1 NDVI / EVI 13A2 LAI / fPAR 15A2 GPP, PSN 17A2 Annual NPP 17A3 BRDF Albedo 43B1 NBAR 43B3

11 Uncertainties from Land Cover (MOD12Q1)
Duke Forest, NC – Main Tower V003 V004 2 = Evergreen Broadleaf Forest (EBF) 9 = Savannas 4 = Deciduous Broadleaf Forest (DBF) 10 = Grasslands 5 = Mixed Forest 13 = Urban & Built-Up* 8 = Woody Savannas MODIS products are not calculated for this pixel

12 MODIS GPP vs Tower GPP For 15 Ameriflux Sites MODIS vs Field LAI Heinsch et al. IEEE 44: , 2006

13 Park Falls is a transitional site.
Also, as a tall tower, the footprint is much more similar to that of MODIS. Again, MODIS GPP overestimates tower GPP throughout the year. LC is less of an issue here as it is largely mixed forest. However, the area consists of approximately 30% wetlands, which cannot be captured by MODIS (no soil component). Still captures general seasonal trend as well as daily fluctuations in productivity.

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15 MODIS GPP/NPP vs Fluxtowers across 9 Biomes
From D.P.Turner et al. Remote Sensing of Env 102:

16 Penman-Monteith (P-M) equation

17 Comparison of annual latent heat flux (LE) observations from 19 AmeriFlux sites and the ET estimates averaged over the MODIS 3  3 km cutout. These data were created using (a) tower-specific meteorology and (b) the global GMAO meteorology. a R=0.87 b R=0.85

18 Comparison of daily latent heat flux (LE) measured (black dots) at a mid-latitude pine forest in North Carolina, and a high-latitude open shrub in Alaska, with ET derived from MODIS satellite data with both site-specific (blue lines) and GMAO (red lines) meteorology.

19 (a) Mean annual total precipitation and (b) mean annual total MODIS GPP versus annual total ET (driven by GMAO meteorological data) during The solid line in (a) represents the1:1 ratio.

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22 Duke Forest

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24 Harvard Forest

25 Howland, ME 2000 1996 (kgC/m2/5day) (kgC/m2/5day) (kgH20/m2/5day)
NEE GPP ET Yearday

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27 Lethbridge

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30 BOREAS NOBS

31 Howland, MAINE Spruce forest
2000 1996 (kgC/m2/day) (kgC/m2/day) (kgH20/m2/day) NEE GPP ET Yearday

32 VALIDATION OF SATELLITE DERIVED GPP WITH FLUX TOWER OBSERVATIONS
For example, this is a graph of the same area we just saw depicting the temporal dynamics of grass productivity across the region portrayed in green and 93 portrayed in yellow compared to the 5 year average productivity for the region. On the Y axis is G carbon per m2 per period. On the X we have days of the year. Note the abrupt change in biomass accumulation around,>>>>>>>>>>>> while there is a clear distinct decline after approximately July 8 “Click”

33 Testing the accuracy of incident PAR input to
MOD17 algorithm using GOES derived PAR over the continental U.S

34 Metolius-Young

35 Metolius-Old

36 Willow Creek

37 Niwot Ridge

38 Lost Creek

39 Barrow, AK


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