flux–model–modis evaluation dick olson, tom boden, bob cook, lisa olsen, steve margle, many...

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Flux–Model–MODIS Flux–Model–MODIS Evaluation Evaluation Dick Olson, Tom Boden, Bob Cook, Lisa Olsen, Steve Margle, many others Oak Ridge National Laboratory* Oak Ridge, Tennessee, USA *Managed by the University of Tennessee-Battelle LLC under contract DE-AC05-00OR22725 with the U.S. Department of Energy. EMDI 3 Working Group April 2002

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Page 1: Flux–Model–MODIS Evaluation Dick Olson, Tom Boden, Bob Cook, Lisa Olsen, Steve Margle, many others Oak Ridge National Laboratory* Oak Ridge, Tennessee,

Flux–Model–MODISFlux–Model–MODISEvaluationEvaluation

Dick Olson, Tom Boden,Bob Cook, Lisa Olsen,

Steve Margle, many othersOak Ridge National Laboratory*

Oak Ridge, Tennessee, USA

*Managed by the University of Tennessee-Battelle LLC under contract DE-AC05-00OR22725 with the U.S. Department of Energy.

EMDI 3 Working GroupApril 2002

Page 2: Flux–Model–MODIS Evaluation Dick Olson, Tom Boden, Bob Cook, Lisa Olsen, Steve Margle, many others Oak Ridge National Laboratory* Oak Ridge, Tennessee,

22 ORNL DAAC ORNL DAAC

Components NEE – eddy covariance flux towers NPP – ecosystem field measurements MODIS – EOS Validation program Modeled NPP – ad hoc participation EMDI 3 Prototype exercise:

– 3 sites (history of timely data processing)° Harvard Forest – Bill Monger° UMBS – Peter Curtis° Metolius – Bev Law

– Scaling issues: ° NEE vs NPP° >1 km2 vs point° 0.5 hr vs daily

– Comparison statistics: correlations?

Page 3: Flux–Model–MODIS Evaluation Dick Olson, Tom Boden, Bob Cook, Lisa Olsen, Steve Margle, many others Oak Ridge National Laboratory* Oak Ridge, Tennessee,

33 ORNL DAAC ORNL DAAC

Flux-Model-MODIS Comparison

Fluxes: 17 towers – Micrometeorology posted near real-time

– Gap-filled flux estimates posted annually Models: 5 models participating (open to others)

– Common site characteristics–model driver data MODIS: 7 products for 52 sites (8-day composites)

– Surface Temperature, Vegetation Index, LAI, fPAR, Photosynthesis (8-day and annual), Surface Reflectance, BRDF

– Sites include Core Validation Sites, Flux Tower Sites, BigFoot Sites, Real Time Validation activity, and LAINet Sites

Format is 7 km x 7 km cutouts in ISIN projection in ASCII files

Page 4: Flux–Model–MODIS Evaluation Dick Olson, Tom Boden, Bob Cook, Lisa Olsen, Steve Margle, many others Oak Ridge National Laboratory* Oak Ridge, Tennessee,

Re-projecting MODIS DataPark Falls, WI

UTMUTMIntegerized SinusoidalIntegerized Sinusoidal

MODIS sinusoidalMODIS sinusoidal

Page 5: Flux–Model–MODIS Evaluation Dick Olson, Tom Boden, Bob Cook, Lisa Olsen, Steve Margle, many others Oak Ridge National Laboratory* Oak Ridge, Tennessee,

Harvard Forest, ISIN, all pixels in 5x5 km area: LAI, fPAR, EVI, PSN

Page 6: Flux–Model–MODIS Evaluation Dick Olson, Tom Boden, Bob Cook, Lisa Olsen, Steve Margle, many others Oak Ridge National Laboratory* Oak Ridge, Tennessee,

Harvard Forest, ISIN, good pixels in 3x3 km area: LAI, fPAR, EVI, PSN

Page 7: Flux–Model–MODIS Evaluation Dick Olson, Tom Boden, Bob Cook, Lisa Olsen, Steve Margle, many others Oak Ridge National Laboratory* Oak Ridge, Tennessee,

Metolius •PSN product•All pixels in 3x3 area Two distinct setsof PSN values, may bedue to different land cover types

Metolius •PSN product•All pixels in 3x3 area Two distinct setsof PSN values, may bedue to different land cover types

Heterogeneity in MODIS

pixels near tower

Page 8: Flux–Model–MODIS Evaluation Dick Olson, Tom Boden, Bob Cook, Lisa Olsen, Steve Margle, many others Oak Ridge National Laboratory* Oak Ridge, Tennessee,

Walker Branch•Pixels with LAI and PSN•All pixels in 5x5km area• MODIS landcover: broadleaf crops (8 pixels) broadleaf forest (8 pixels) needleleaf forest (9 pixels)

No differences between types, may be due to mixed pixels

Walker Branch•Pixels with LAI and PSN•All pixels in 5x5km area• MODIS landcover: broadleaf crops (8 pixels) broadleaf forest (8 pixels) needleleaf forest (9 pixels)

No differences between types, may be due to mixed pixels

Lack of Heterogeneity

in MODIS pixels near tower

Page 9: Flux–Model–MODIS Evaluation Dick Olson, Tom Boden, Bob Cook, Lisa Olsen, Steve Margle, many others Oak Ridge National Laboratory* Oak Ridge, Tennessee,

99 ORNL DAAC ORNL DAAC

MODIS Products- Walker Branch

PSN

fPAR

LAIEVI

Page 10: Flux–Model–MODIS Evaluation Dick Olson, Tom Boden, Bob Cook, Lisa Olsen, Steve Margle, many others Oak Ridge National Laboratory* Oak Ridge, Tennessee,

1010 ORNL DAAC ORNL DAAC

MODIS Products - Harvard Forest

Page 11: Flux–Model–MODIS Evaluation Dick Olson, Tom Boden, Bob Cook, Lisa Olsen, Steve Margle, many others Oak Ridge National Laboratory* Oak Ridge, Tennessee,
Page 12: Flux–Model–MODIS Evaluation Dick Olson, Tom Boden, Bob Cook, Lisa Olsen, Steve Margle, many others Oak Ridge National Laboratory* Oak Ridge, Tennessee,
Page 13: Flux–Model–MODIS Evaluation Dick Olson, Tom Boden, Bob Cook, Lisa Olsen, Steve Margle, many others Oak Ridge National Laboratory* Oak Ridge, Tennessee,

WB Flux 1995-98

Lotec NEP 2000-01

MODIS PSN 2001

Lotec / MODIS

Page 14: Flux–Model–MODIS Evaluation Dick Olson, Tom Boden, Bob Cook, Lisa Olsen, Steve Margle, many others Oak Ridge National Laboratory* Oak Ridge, Tennessee,

WB Flux 1995-98

BGC NEP 2000-01

MODIS PSN 2001

BGC / MODIS

Page 15: Flux–Model–MODIS Evaluation Dick Olson, Tom Boden, Bob Cook, Lisa Olsen, Steve Margle, many others Oak Ridge National Laboratory* Oak Ridge, Tennessee,

HF Flux 1992-99

MODIS PSN 2001

Lotec NEP 2000-2001

Lotec / MODIS

Page 16: Flux–Model–MODIS Evaluation Dick Olson, Tom Boden, Bob Cook, Lisa Olsen, Steve Margle, many others Oak Ridge National Laboratory* Oak Ridge, Tennessee,

HF Flux 1992-99

MODIS PSN 2001

BGC NEP 2000-2001

BGC / MODIS

Page 17: Flux–Model–MODIS Evaluation Dick Olson, Tom Boden, Bob Cook, Lisa Olsen, Steve Margle, many others Oak Ridge National Laboratory* Oak Ridge, Tennessee,

1717 ORNL DAAC ORNL DAAC

Measured Relative LAI - WB

Time to 50% LAIMax as Function of

Average Spring Temp.

Time to 50% LAIMax as Function of

Degree GrowingDays

Page 18: Flux–Model–MODIS Evaluation Dick Olson, Tom Boden, Bob Cook, Lisa Olsen, Steve Margle, many others Oak Ridge National Laboratory* Oak Ridge, Tennessee,
Page 19: Flux–Model–MODIS Evaluation Dick Olson, Tom Boden, Bob Cook, Lisa Olsen, Steve Margle, many others Oak Ridge National Laboratory* Oak Ridge, Tennessee,

UMBS, ISIN, good pixels in 3x3 km area: LAI, fPAR, EVI, PSN

Page 20: Flux–Model–MODIS Evaluation Dick Olson, Tom Boden, Bob Cook, Lisa Olsen, Steve Margle, many others Oak Ridge National Laboratory* Oak Ridge, Tennessee,

Metolius, ISIN, good pixels in 3x3 km area: LAI, fPAR, EVI, PSN

Page 21: Flux–Model–MODIS Evaluation Dick Olson, Tom Boden, Bob Cook, Lisa Olsen, Steve Margle, many others Oak Ridge National Laboratory* Oak Ridge, Tennessee,

2121 ORNL DAAC ORNL DAAC

Comparison of Flux-Model-MODIS

Walker Branch– MODIS LAI compares favorably to 10-yrs LAI field

measurements– Springtime pattern is about the same

° Lotec is later

° MODIS PSN is earlier

– Lotec model NEP is about half measured NEE

Harvard Forest– Springtime pattern is about the same

° Lotec is later

° MODIS PSN is earlier

– Lotec model NEP is about same as measured NEE