collection5 modis terrestrial gpp and npp (mod17)

14
Collection5 MODIS Terrestrial GPP and NPP (MOD17) Maosheng Zhao Qiaozhen Mu Faith Ann Heinsch Steven W. Running NTSG, College of Forestry & Conservation University of Montana MODIS Land Collection 5/Long-Term Data Record Workshop University of Maryland, MD. Jan. 17 - 18, 2007

Upload: judith

Post on 14-Jan-2016

55 views

Category:

Documents


0 download

DESCRIPTION

Collection5 MODIS Terrestrial GPP and NPP (MOD17). Maosheng Zhao Qiaozhen Mu Faith Ann Heinsch Steven W. Running NTSG, College of Forestry & Conservation University of Montana MODIS Land Collection 5/Long-Term Data Record Workshop - PowerPoint PPT Presentation

TRANSCRIPT

Page 1: Collection5 MODIS Terrestrial GPP and NPP  (MOD17)

Collection5 MODIS Terrestrial GPP and NPP (MOD17)

Maosheng ZhaoQiaozhen MuFaith Ann HeinschSteven W. Running

NTSG, College of Forestry & ConservationUniversity of Montana

MODIS Land Collection 5/Long-Term Data Record WorkshopUniversity of Maryland, MD. Jan. 17 - 18, 2007

Page 2: Collection5 MODIS Terrestrial GPP and NPP  (MOD17)

Improvements from Collection 4 to Collection 5

Algorithm refinementsQ10 = 2.0 Q10 = 3.22 - 0.046*Tavg

Rg = f (LAImax) Rg = 0.25*NPPUpdated BPLUT

Data input improvementsSpatial interpolation of GMAO/NASA

(meteorology data)Temporal filling of missing and cloud-contaminated

MODIS FPAR/LAI (Collection 4)

Page 3: Collection5 MODIS Terrestrial GPP and NPP  (MOD17)

Spatial Interpolation of GMAO

Page 4: Collection5 MODIS Terrestrial GPP and NPP  (MOD17)

Temporal Filling of Unreliable FPAR/LAI(Amazon Rain Forest)

• Original GPP = 2252 g C/m2y-1, NPP = 871 g C/m2y-1

• Improved GPP = 2759 g C/m2y-1, NPP = 914 g C/m2y-1

Page 5: Collection5 MODIS Terrestrial GPP and NPP  (MOD17)

RMS Error: 220.7 gC m-2 y-1

% Error: Avg = 18.7% (44.2%)

Validation of Annual GPP at AmeriFlux

Page 6: Collection5 MODIS Terrestrial GPP and NPP  (MOD17)

Validation of Annual NPP

Page 7: Collection5 MODIS Terrestrial GPP and NPP  (MOD17)

MODIS GPP Seasonality (Spatial)

Page 8: Collection5 MODIS Terrestrial GPP and NPP  (MOD17)

Mean Annual NPP (2000 ~ 2005)

Page 9: Collection5 MODIS Terrestrial GPP and NPP  (MOD17)

Inter-annual Anomalies of MODIS NPP (Spatial)

Page 10: Collection5 MODIS Terrestrial GPP and NPP  (MOD17)

Inter-annual Anomalies of MODIS Global NPP

Correlation between NPP and inverted CO2 growth rateNPP by GMAO R = 0.85 2000~2005 p < 0.016NPP by NCEP R = 0.91 2000~2005 p < 0.006

Page 11: Collection5 MODIS Terrestrial GPP and NPP  (MOD17)

Linear Trend in the Global NPP (2000~2005)

Page 12: Collection5 MODIS Terrestrial GPP and NPP  (MOD17)

(Mu et al. 2007, RSE, in revision)

R=0.877Site-met

R=0.867GMAO

MODIS Evapotranspiration Validation at AmeriFlux

RMSE: Site-met GMAO

Daily: 36.1W/m2 38.5W/m2

8-day: 26.5W/m2 28.8W/m2

Page 13: Collection5 MODIS Terrestrial GPP and NPP  (MOD17)

MODIS Global Evapotranspiration (2000~2005)

(Mu et al. 2007, RSE, in revision)

Page 14: Collection5 MODIS Terrestrial GPP and NPP  (MOD17)

Thanks!

Website: http://www.ntsg.umt.edu

MODIS GPP & NPP:[email protected]

MODIS Evapotranspiration (ET):[email protected]