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GLOBAL VEGETATION WORKSHOP Univ. Montana 8-10 August 2006 MEETING SUMMARY Steven W. Running NTSG Univ Montana 31 October 2006

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Page 1: MODIS Web - GLOBAL VEGETATION WORKSHOP …...Global Vegetation Workshop, University of Montana Direct Validation Approach Accuracy Assessment LAI Field data High resolution imagery

GLOBAL VEGETATION WORKSHOP

Univ. Montana

8-10 August 2006

MEETING SUMMARY

Steven W. Running

NTSG Univ Montana

31 October 2006

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

Page 2: MODIS Web - GLOBAL VEGETATION WORKSHOP …...Global Vegetation Workshop, University of Montana Direct Validation Approach Accuracy Assessment LAI Field data High resolution imagery

The CEOS Leaf Area Index Inter-comparison as aprototype activity

S_bastien Garrigues, University of Maryland,at NASA’s GSFC,MD,USARoselyne Lacaze, Medias-France, Toulouse, FranceJeff Morisette, NASA’GSFC, Greenbelt, MD,USA

Fred Baret, INRA, Avignon, FranceMarie Weiss, Noveltis, Toulouse, FranceRichard Fernandes, CCRS, Canada

Jaime Nickeson, SSAI, Greenbelt,MD,USAStephen Plummer, IGBP-ESA, , ItalyWenze Yang, Boston University, USARanga Myneni, Boston University, USA

Global Vegetation Workshop, University of Montana

Page 3: MODIS Web - GLOBAL VEGETATION WORKSHOP …...Global Vegetation Workshop, University of Montana Direct Validation Approach Accuracy Assessment LAI Field data High resolution imagery

Global Vegetation Workshop, University of Montana

Direct Validation Approach

Accuracy Assessment

LAI Fielddata

High resolutionimagery

High resolutionLAI map

Moderate resolution LAI

Transferfunction

Aggregate&

Relate

Page 4: MODIS Web - GLOBAL VEGETATION WORKSHOP …...Global Vegetation Workshop, University of Montana Direct Validation Approach Accuracy Assessment LAI Field data High resolution imagery

Global Vegetation Workshop, University of Montana

LAI inter-comparison approach

Projection&

resampling

Extractionover

BELMANIP sites

Inter-comparison metrics:Map of differenceGlobal histogram

TransectProduct/product scatter plot

Temporal profile

Product makerCoordinator:(NASA’s GSFC)

Method & Expertise

Page 5: MODIS Web - GLOBAL VEGETATION WORKSHOP …...Global Vegetation Workshop, University of Montana Direct Validation Approach Accuracy Assessment LAI Field data High resolution imagery

Global Vegetation Workshop, University of Montana

Direct validation: Product versus HR LAI Map

0 1 2 3 4 5 60

1

2

3

4

5

6

LAI map

MODIS

RMSE=1.4, R 2=0.566

0 1 2 3 4 5 6 70

1

2

3

4

5

6

7

LAI map

GLOBCARBON

RMSE=1.5, R 2=0.411

0 1 2 3 4 5 60

1

2

3

4

5

6

LAI map

ECOCLIMAP

RMSE=1.37, R 2=0.459

0 1 2 3 4 5 60

1

2

3

4

5

6

LAI map

CYCLOPES

RMSE=0.888, R 2=0.7

Page 6: MODIS Web - GLOBAL VEGETATION WORKSHOP …...Global Vegetation Workshop, University of Montana Direct Validation Approach Accuracy Assessment LAI Field data High resolution imagery

Ecological Forecastingby integrating surface, satellite, and climate data with ecosystem models

Ramakrishna Nemani

Ames Research CenterMoffett Field, CA

With contributions from:

Kazuhito IchiiPetr VotavaAndy MichaelisMichael WhiteHirofumi HashimotoRanga MyneniForrest MeltonCristina MilesiSteve Running

Global Vegetation Workshop, Missoula, MT, August 8-10, 2006

Page 7: MODIS Web - GLOBAL VEGETATION WORKSHOP …...Global Vegetation Workshop, University of Montana Direct Validation Approach Accuracy Assessment LAI Field data High resolution imagery

Rapid Prototyping of TOPS products for NACP

Page 8: MODIS Web - GLOBAL VEGETATION WORKSHOP …...Global Vegetation Workshop, University of Montana Direct Validation Approach Accuracy Assessment LAI Field data High resolution imagery

California : Ecological Daily Nowcast at 1km

Biome-BGCSimulation models

Outputs include plant growth, irrigation demand, streamflowSalt water incursion, water allocation, crop coefficients

T P

RAD

Climate + Satellite Carbon and water cycles

ET

[Feb/01/2006]

0 2.5 5

GPP

GPP (gC/m2/d) ET (mm/d)

Page 9: MODIS Web - GLOBAL VEGETATION WORKSHOP …...Global Vegetation Workshop, University of Montana Direct Validation Approach Accuracy Assessment LAI Field data High resolution imagery

PI & Co-I’s:• NASA GSFC: Ed Masuoka (PI), Nazmi Saleous, Jeff Privette,

Jim Tucker & Jorge Pinzon.• UMD: Eric Vermote & Steve Prince.• South Dakota State University: David Roy

Collaborator: Chris Justice (UMD).

NASA Study Manager: Dr. Diane Wickland.

A 0.05 degree global climate/interdisciplinary long termdata set from AVHRR, MODIS and VIIRS

A 0.05 degree global climate/interdisciplinary long termdata set from AVHRR, MODIS and VIIRS

Page 10: MODIS Web - GLOBAL VEGETATION WORKSHOP …...Global Vegetation Workshop, University of Montana Direct Validation Approach Accuracy Assessment LAI Field data High resolution imagery

AVHRR, MODIS, [VIIRS]:

VIS/NIR surface reflectanceMIR surface reflectanceVegetation IndicesSurface temperature and emissivitySnow

LAI/FPARBRDF/AlbedoAerosolsBurned area

Products and formats will be modified based on feedback from the UserCommunity Workshops.

Proposed LTDR ProductsProposed LTDR Products

Page 11: MODIS Web - GLOBAL VEGETATION WORKSHOP …...Global Vegetation Workshop, University of Montana Direct Validation Approach Accuracy Assessment LAI Field data High resolution imagery

81 82 83 84 85 87 88 89 90 9186 92 93 94 95 96 98 99 00 01 0297 04 0503 07 09 100806

Terra

Aqua

NPP

NPOESS

11

AVHRR

MODIS

[VIIRS]

Data SourcesData Sources

N07 N09 N11 N14 N16 N17N09

Page 12: MODIS Web - GLOBAL VEGETATION WORKSHOP …...Global Vegetation Workshop, University of Montana Direct Validation Approach Accuracy Assessment LAI Field data High resolution imagery

Production of the Beta Data SetProduction of the Beta Data Set- Algorithms:

-Vicarious calibration (Vermote/Kaufman)-Cloud screening: CLAVR-Partial Atmospheric Correction:

-Rayleigh (NCEP)-Ozone (TOMS)-Water Vapor (NCEP)

-Products:-Daily NDVI (AVH13C1)-Daily surface reflectance (AVH09C1)-16-day composited NDVI (AVH13C3)-Monthly NDVI (AVH13CM)

-Format:-Linear Lat/Lon projection-Spatial resolution: 0.05 Deg -HDF-EOS

-Time Period:- 1981 – 2000 completed

-Archive and Distribution:-Over 1 TB stored online.-Distributed by ftp and web

NOAA-11 - 1992193 (7/11/1992) : Ch1,Ch2 and NDVI

Page 13: MODIS Web - GLOBAL VEGETATION WORKSHOP …...Global Vegetation Workshop, University of Montana Direct Validation Approach Accuracy Assessment LAI Field data High resolution imagery

0

0.1

0.2

0.3

0.4

0.5

0.6

0.7

0.8

0 500 1000 1500 2000 2500 3000 3500

BONDVILLE_1991-2000

NDVI

NDVI

Day since 1/1/1991

Error in NDVIBondville

0.00000.10000.20000.30000.40000.50000.60000.70000.80000.9000

121 140 205 211 229 246 248 249 250 268

Day of year (1999)

AOT 550nm

TOA NDVI

Corr. NDVI

Corr. - TOA

LTDR NDVI

Corr. - LTDR

- 50x50 km cutouts centered on aeronet sites- Surface reflectance and NDVI Time series plots posted on the QA webpage.- Use aeronet AOT and WV measurementwhen available to assess errors due tolack of atmospheric correction.

Data Set EvaluationData Set Evaluation

Page 14: MODIS Web - GLOBAL VEGETATION WORKSHOP …...Global Vegetation Workshop, University of Montana Direct Validation Approach Accuracy Assessment LAI Field data High resolution imagery

LTDR Web PageLTDR Web Page

http://ltdr.nascom.nasa.gov/ltdr/ltdr.html

Page 15: MODIS Web - GLOBAL VEGETATION WORKSHOP …...Global Vegetation Workshop, University of Montana Direct Validation Approach Accuracy Assessment LAI Field data High resolution imagery

1. NOAA Operational GlobalVegetation Index Products

2. 26-year, 4 km, 7-dayComposite Data Set

Page 16: MODIS Web - GLOBAL VEGETATION WORKSHOP …...Global Vegetation Workshop, University of Montana Direct Validation Approach Accuracy Assessment LAI Field data High resolution imagery

GVI-x Time SeriesCh2

Ch1

Page 17: MODIS Web - GLOBAL VEGETATION WORKSHOP …...Global Vegetation Workshop, University of Montana Direct Validation Approach Accuracy Assessment LAI Field data High resolution imagery

The Six-Year (2000-2005) Global MODISEvapotranspiration

Qiaozhen Mu, Maosheng Zhao, and Steven W. RunningNTSG, University of Montana, Missoula, MT

Page 18: MODIS Web - GLOBAL VEGETATION WORKSHOP …...Global Vegetation Workshop, University of Montana Direct Validation Approach Accuracy Assessment LAI Field data High resolution imagery

Spatial patterns of mean MODISGPP and ET (2000-2005)

Page 19: MODIS Web - GLOBAL VEGETATION WORKSHOP …...Global Vegetation Workshop, University of Montana Direct Validation Approach Accuracy Assessment LAI Field data High resolution imagery

MODIS ET anomaly analysis

The differences between MODIS ET (2003, 2005) for the Amazon region in DJF (left)and JJA (right). The MODIS ET captures the drought during the 2005 growing season.

Page 20: MODIS Web - GLOBAL VEGETATION WORKSHOP …...Global Vegetation Workshop, University of Montana Direct Validation Approach Accuracy Assessment LAI Field data High resolution imagery

Global MODIS anomaly trends (2000-2005)

GPP

ET

Page 21: MODIS Web - GLOBAL VEGETATION WORKSHOP …...Global Vegetation Workshop, University of Montana Direct Validation Approach Accuracy Assessment LAI Field data High resolution imagery

Workshop General Recommendations

• International coordination initiatives are needed for developing sciencequality LTDR from existing and planned international assets

• There is need for coordination of the planned moderate resolutionmissions– instrument calibration / product continuity / validation / data access– constellation planning– launch dates / redundancy /optimizing operations

• Mechanisms are needed for transitioning proven researchobservations from the global systems to the operational domain

• Increased attention to the integration of moderate, high – in situobservations for land science applications (WMO model?)

• The lines of communication between the moderate resolutioncommunity and GEOSS need to be identified and strengthened

• Improved communication between data producers and users• Improve international data access• Create a home for continuing international coordination of the

biophysical variables (FAPAR, LAI, NPP)

Page 22: MODIS Web - GLOBAL VEGETATION WORKSHOP …...Global Vegetation Workshop, University of Montana Direct Validation Approach Accuracy Assessment LAI Field data High resolution imagery

Specific Recommendations:Space and Funding Agencies

• Aeronet (international status federated network) continuity and enhancement– consider pathway to operational

• Expand existing terrestrial networks to include additional variables– Enhance existing terrestrial networks (Fluxnet, Aeronet) for product validation

(AOT, surface reflectance, VI, PAR albedo, ET, LAI, NPP, Phenology)– Enhance the BSRN networks for validation (surface reflectance, PAR, albedo)

• Fill the Landsat data gap• Develop capability to provide daily high resolution global coverage

– <250-m, 5-day cloud free• Assess International Data Policies and Interoperability• Support new missions

– Lidar – vegetation structure– L- or P-Band Radar – forest biomass– Moderate Resolution Multi-Angle capability (Polder type/PP) – canopy structure

and radiation products– Geostationary systems for land studies

• Ensure explicit validation program for every funded Mission

Page 23: MODIS Web - GLOBAL VEGETATION WORKSHOP …...Global Vegetation Workshop, University of Montana Direct Validation Approach Accuracy Assessment LAI Field data High resolution imagery

Specific Recommendations:Science and Applications Communities

• Develop consensus validation strategies– Such as Land Product Validation protocol for LAI

• Demonstration of Maturing Products’ Capabilities– Multi-sensor Products e.g. Optical/Radar Fusion– Hyperspectral products– Multi-angular products

• Propagate near real time systems into additional products– Enhance Direct Broadcast products, code sharing and exchange

• Enhanced data distribution systems to meet user needs– single access to product types (domain services)

• Continued End User Education and Outreach– Inform potential users of data– Enhance data accessibility– Generate discussion on potential user needs

Page 24: MODIS Web - GLOBAL VEGETATION WORKSHOP …...Global Vegetation Workshop, University of Montana Direct Validation Approach Accuracy Assessment LAI Field data High resolution imagery

Global Vegetation Monitoring:Way forward through CEOS

Calibration/Validation& Intercomparisons User requirements

Combined products

Mission planningConsistent butflexible productdistribution

WGCV

Productproducers

Science programs(e.g. IGOS)

New working group onintegration and synthesis

Productdistribution

WGISS/WGEdu

WGISS/WGEdu

Page 25: MODIS Web - GLOBAL VEGETATION WORKSHOP …...Global Vegetation Workshop, University of Montana Direct Validation Approach Accuracy Assessment LAI Field data High resolution imagery

Action: Explore CEOS Working Group onIntegration and Synthesis

• Products– Confusing number of similar products (e.g., LAI)– Validation and Intercomparisons can be very informative– Users need to

• Know what products are available• Know which products are best for answering their study questions• Better define their needs once they know which products are available

– Proper data fusion should build on intercomparison and userrequirements.

• CEOS should initiate a pilot working group on sensorconstellations (for combined products and missionplanning).

Page 26: MODIS Web - GLOBAL VEGETATION WORKSHOP …...Global Vegetation Workshop, University of Montana Direct Validation Approach Accuracy Assessment LAI Field data High resolution imagery

Surface Radiation:Summary Recommendations

• Ensure that AERONET continues (through VIIRS)• (Funding agency)

• Improve FLUXNET/BSRN data protocols to matchalbedo validation needs.

• Communicate needs to Fluxnet community• Support tower efforts to increase funding to include equipment

and personnel needed for additional measurements

• Target all high resolution sensors for validation• Albedo in both priority & AERONET sites• (Data providers)

• Product intercomparisons• (Product developers)

Page 27: MODIS Web - GLOBAL VEGETATION WORKSHOP …...Global Vegetation Workshop, University of Montana Direct Validation Approach Accuracy Assessment LAI Field data High resolution imagery

Land Cover:Summary Recommendations

• Need for reliable long term data– Coordinated effort among agencies

• Validation needs– Centralized validation database

• Coordinated plan to establish global long-term validation sites

– Reduced cost of high resolution data

• Need for the bulk/vertical dimensions for bettercharacterization– Canopy lidar– Radar

• Combine the spectral/radiometric capabilities of MODISwith the resolution of Landsat.– Geostationary satellites

• Need integrated information systems.

Page 28: MODIS Web - GLOBAL VEGETATION WORKSHOP …...Global Vegetation Workshop, University of Montana Direct Validation Approach Accuracy Assessment LAI Field data High resolution imagery

Vegetation Indices:Summary Recommendations

• Continue global VI time series– improve future products– retain backward compatibility

• Improve spatial and temporal resolution– <1km– weekly or less time step

• Determine what VIs and phenological parameters aredescribing with respect to ecology and biophysicalproperties

• Develop alternative indices to characterize thebiophysics, photobiology, biochemistry– light use efficiency (e.g., PRI,)– Vegetation Water Indices (e.g., LSWI)

Page 29: MODIS Web - GLOBAL VEGETATION WORKSHOP …...Global Vegetation Workshop, University of Montana Direct Validation Approach Accuracy Assessment LAI Field data High resolution imagery

Biophysical Variables:Summary Recommendations

• Need continuity of global products– Large improvement in the spatial resolution for future missions– Multi-agency satellite constellation– Multi-agency receiving/processing systems

• Continuing validation/intercomparison essential– Need proper support by agencies

• Provide quantitative uncertainties

• Documentation for all products and validation activities

Page 30: MODIS Web - GLOBAL VEGETATION WORKSHOP …...Global Vegetation Workshop, University of Montana Direct Validation Approach Accuracy Assessment LAI Field data High resolution imagery

Fire:Summary Recommendations

• Start an International Stage 2/3 Global Burned AreaProduct Validation– Follow CEOS LPV protocol

• Organize GOFC Workshop for design and agreements on dataaccess

• Start international effort on a Burned Area LTDR– Intercomparison of multiple products needed– First priority should be on burned area

• Need on assessment of future missions– GLOBCARBON ends in 2007– VIIRS has limited characterization– Improve sensor design enabling active fire detection

• Need a LAND Direct Broadcast coordination initiative toinclude Fire – code/experience sharing

Page 31: MODIS Web - GLOBAL VEGETATION WORKSHOP …...Global Vegetation Workshop, University of Montana Direct Validation Approach Accuracy Assessment LAI Field data High resolution imagery

MODIS Land + Ocean NPP(2000-2005)

Page 32: MODIS Web - GLOBAL VEGETATION WORKSHOP …...Global Vegetation Workshop, University of Montana Direct Validation Approach Accuracy Assessment LAI Field data High resolution imagery

1296 2 JUNE 2006 VOL 312 SCIENCEwww.sciencemag.orgNEWSFOCUSWITH MORE USES THAN A SWISS ARMYknife, the National Polar-Orbiting OperationalEnvironmental Satellite System (NPOESS)was supposed to be the world’s most sophisticatedseries of weather satellites. But somewherein its 12-year history, the multibilliondollarNPOESS has also become one of thecountry’s most troubled technology projects.Next week, the Pentagon will issue bindingplans on how to fix a project now behind scheduleand massively over budget. The expectedoverhaul could shape for decades how wellU.S. forces prepare for battle, civilian authoritiesanticipate killer storms, and scientistsunderstand Earth’s ever-changing climate.Stormy Skies for PolarSatellite ProgramIMAGE CREDITS (TOP TO BOTTOM):NEXSAT/NRL/NPOESS (NOAA/NASA);NORTHROP GRUMMANBudget, technical, and administrative problemscontinue to plague a fleet of U.S. polar satellitesbeing built for the military, weather forecasters,and climate researchersSkyward. The Pentagon’s estimate for the programis much higher than what NPOESS staff assume.Published by AAAS

Page 33: MODIS Web - GLOBAL VEGETATION WORKSHOP …...Global Vegetation Workshop, University of Montana Direct Validation Approach Accuracy Assessment LAI Field data High resolution imagery

THE END