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CEOS’s Land Product Validation Focus Area on Biomass Laura Duncanson, John Armston, Mat Disney, Jaime Nickeson, Miguel Roman

CEOS’s Land Product Validation Focus Area on Biomass€¦ · global carbon cycle is the dearth of global observations. An increased, improved and coordinated observing system for

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Page 1: CEOS’s Land Product Validation Focus Area on Biomass€¦ · global carbon cycle is the dearth of global observations. An increased, improved and coordinated observing system for

CEOS’sLandProductValidationFocusAreaon

Biomass

Laura Duncanson, John Armston,Mat Disney, Jaime Nickeson, Miguel Roman

Page 2: CEOS’s Land Product Validation Focus Area on Biomass€¦ · global carbon cycle is the dearth of global observations. An increased, improved and coordinated observing system for

LPVE 2018, ESA ESRIN, Feb 27-March1, Frascati, Italy2

Priorities for Earth Observation

" A key reason for our lack of understanding of the global carbon cycle is the dearth of global observations. An increased, improved and coordinated observing system for observing the carbon cycle is a prerequisite to gaining that understanding. "

Printed by

Page 3: CEOS’s Land Product Validation Focus Area on Biomass€¦ · global carbon cycle is the dearth of global observations. An increased, improved and coordinated observing system for

LPVE 2018, ESA ESRIN, Feb 27-March1, Frascati, Italy3

CARB-16: Cal/val and production of biomass products from CEOS missions

Q4 2019 Development of a coordinated cal/valstrategy across NASA and ESA biomass missions that rationalizes protocols, data sharing, and the establishment of ground-based carbon super-sites.

NASA and ESA

3.2 Progress implementation of the CEOS Strategy for Carbon Observations from Space

Formation in Response to a CEOS Carbon Action

Page 4: CEOS’s Land Product Validation Focus Area on Biomass€¦ · global carbon cycle is the dearth of global observations. An increased, improved and coordinated observing system for

LPVE 2018, ESA ESRIN, Feb 27-March1, Frascati, Italy4

Many Upcoming Missions Will Provide Data That Will Be Used to Map Biomass

~50 m(6 looks)

60 m

12 m

8 m

25 m

10 m

ESA BIOMASS

NASA GEDIJAXA MOLI

ICESAT2

NISAR

ALOS-4 10 m

10 m

Page 5: CEOS’s Land Product Validation Focus Area on Biomass€¦ · global carbon cycle is the dearth of global observations. An increased, improved and coordinated observing system for

LPVE 2018, ESA ESRIN, Feb 27-March1, Frascati, Italy5

~50 m(6 looks)

60 m

12 m

8 m

25 m

10 m

ESA BIOMASS

NASA GEDI

JAXA MOLI

ICESAT2

NISAR

How will scientists make sense of many the data products?

How will policy makers?

ALOS-4 10 m

10 m

Page 6: CEOS’s Land Product Validation Focus Area on Biomass€¦ · global carbon cycle is the dearth of global observations. An increased, improved and coordinated observing system for

SpatialDistributionofUpcomingSpaceborneDatasets

NISAR, ICESAT2 have global coverage, GEDI (and MOLI) covers ~51 N/S, BIOMASS global minus US and Europe

For accurate, global biomass mapping fusion of missions datasets will be necessary

ISS Coverage

ESA BIOMASS Coverage

Page 7: CEOS’s Land Product Validation Focus Area on Biomass€¦ · global carbon cycle is the dearth of global observations. An increased, improved and coordinated observing system for

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CEOSOrganizationWorking Group on Cal/Val:• Atmospheric Composition• Synthetic Aperture Radar• Microwave Sensors• Terrain Mapping• Infrared & Visible Optical Sensors• Land Product Validation

o Land Covero Fireo LAIo FAPARo Albedo

o Land Surface Temperature

o Soil Moistureo Phenologyo Snow Covero BIOMASS

New CEOS LPV for Biomass led by:John Armston, Mat Disney & Laura Duncanson

Page 8: CEOS’s Land Product Validation Focus Area on Biomass€¦ · global carbon cycle is the dearth of global observations. An increased, improved and coordinated observing system for

LPVE 2018, ESA ESRIN, Feb 27-March1, Frascati, Italy8

Biomass,forthepurposesofCEOSLPV,isdefinedastheabovegroundstandingdrymassofliveordeadmatterfromtreeorshrub(woodyplant)lifeforms,

expressedasamassormassperunitarea.

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LPVE 2018, ESA ESRIN, Feb 27-March1, Frascati, Italy9

Field Estimation of Above Ground Biomass

We cannot weigh trees in forest plots

Instead, we measure stem diameters and heights, and apply allometricequations to estimate biomass

Terrestrial Laser Scanning (TLS) is an emerging technique for more accurate

estimates of in situ biomass

Page 10: CEOS’s Land Product Validation Focus Area on Biomass€¦ · global carbon cycle is the dearth of global observations. An increased, improved and coordinated observing system for

LPVE 2018, ESA ESRIN, Feb 27-March1, Frascati, Italy10

ComponentsofCEOSLPVBiomassProtocol

• Goodpracticesforbiomassestimationinthefield• Allometric Error• FieldMeasurementError• TerrestrialLaserScanning

• Linkingremotesensingobservationstofieldestimates• Geolocation&SpatialScale• Temporaldifferencesbetweenfield,airborne&spaceborne data

• Usingairbornedatatoscalefromfieldtospacebornedata

• ErrorPropagation• SourcesofUncertainty• Extrapolatingmodelstoglobalmaps

• IndependentValidationandReporting• Reportingrequirementsforeachstage• Scope/scaleofproducts• Errorreportingbystrata• Inter-comparisonofmaps• Requirementsforonlineportal

• UtilityofProtocolforOtherCommunities• Modelingcommunity• Policycommunities• Non-forestcommunities

• KnowledgeGaps• Experimentsthatwilladvancethefield• Airborne/Fielddatagaps• Crossmissioncal/val plans

The protocol will be a good practices guide to biomass model calibration and product validation at a global (or near global) scale

Page 11: CEOS’s Land Product Validation Focus Area on Biomass€¦ · global carbon cycle is the dearth of global observations. An increased, improved and coordinated observing system for

LPVE 2018, ESA ESRIN, Feb 27-March1, Frascati, Italy11

ComponentsofCEOSLPVBiomassProtocol

• Goodpracticesforbiomassestimationinthefield(LeadsJeromeChave,Keryn Paul,KimCalders)

• Allometric Error(JimKellner,Tommaso Jucker,Keryn Paul)

• FieldMeasurementError(GrantDomke,Jean-FrancoisBastin,Tommaso Jucker,JimKellner)

• TerrestrialLaserScanning(AtticusStovall,HarmBartholomeus,NicolasBarbier,JohnArmston)

The protocol will be a good practices guide to biomass model calibration and product validation at a global (or near global) scale

Page 12: CEOS’s Land Product Validation Focus Area on Biomass€¦ · global carbon cycle is the dearth of global observations. An increased, improved and coordinated observing system for

LPVE 2018, ESA ESRIN, Feb 27-March1, Frascati, Italy12

ComponentsofCEOSLPVBiomassProtocol

• Linkingremotesensingobservationstofieldestimates(LeadsMaxime Réjou-Méchain andNicholasBarbier)

• Geolocation&SpatialScale(EdMitchard,ValerioAvitabile,DanaeRozendaal)

• Temporaldifferencesbetweenfield,airborne&spacebornedata(TBD)

• Usingairbornedatatoscalefromfieldtospaceborne data(NicolasBarbier,Jean-FrancoisBastin)

The protocol will be a good practices guide to biomass model calibration and product validation at a global (or near global) scale

Page 13: CEOS’s Land Product Validation Focus Area on Biomass€¦ · global carbon cycle is the dearth of global observations. An increased, improved and coordinated observing system for

LPVE 2018, ESA ESRIN, Feb 27-March1, Frascati, Italy13

ComponentsofCEOSLPVBiomassProtocol

• ErrorPropagation(LeadsRonMcRoberts andStevenRoxburgh)• SourcesofUncertainty• Extrapolatingmodelstoglobalmaps

• Volunteers:DavidCoomes,Maxime Réjou-Méchain,HansAnderson,StephenRoxburgh,MarcosLongo,Jean-FrancoisBastin,EricNæsset

The protocol will be a good practices guide to biomass model calibration and product validation at a global (or near global) scale

Page 14: CEOS’s Land Product Validation Focus Area on Biomass€¦ · global carbon cycle is the dearth of global observations. An increased, improved and coordinated observing system for

LPVE 2018, ESA ESRIN, Feb 27-March1, Frascati, Italy14

ComponentsofCEOSLPVBiomassProtocol

• IndependentValidationandReporting(LeadsLaura,Mat&John)• Reportingrequirementsforeachstage• Scope/scaleofproducts(MartinHerold,MartinDeKauwe)• Errorreportingbystrata• Inter-comparisonofmaps(ValerioAvitabile)• Requirementsforonlineportal(RichardLucas)

The protocol will be a good practices guide to biomass model calibration and product validation at a global (or near global) scale

Page 15: CEOS’s Land Product Validation Focus Area on Biomass€¦ · global carbon cycle is the dearth of global observations. An increased, improved and coordinated observing system for

LPVE 2018, ESA ESRIN, Feb 27-March1, Frascati, Italy15

ComponentsofCEOSLPVBiomassProtocol

• UtilityofProtocolforOtherCommunities• Modelingcommunity(GeorgeHurtt,AndreasHuth,NatashaMacBean,MartinDeKauwe)• Policycommunities(MartinHerold,Jean-FrancoisBastin)• Non-forestcommunities(NatashaMacBean,LolaFatoyinbo)

The protocol will be a good practices guide to biomass model calibration and product validation at a global (or near global) scale

Page 16: CEOS’s Land Product Validation Focus Area on Biomass€¦ · global carbon cycle is the dearth of global observations. An increased, improved and coordinated observing system for

LPVE 2018, ESA ESRIN, Feb 27-March1, Frascati, Italy16

ComponentsofCEOSLPVBiomassProtocol

• KnowledgeGaps(LeadsLaura,MatandJohn)• Experimentsthatwilladvancethefield• Airborne/Fielddatagaps• Crossmissioncal/val plans(repsfromeachactivestructuremissiontocoordinateflights?)

• Volunteers:DavidCoomes,JimKellner,DanaeRozendaal

The protocol will be a good practices guide to biomass model calibration and product validation at a global (or near global) scale

Page 17: CEOS’s Land Product Validation Focus Area on Biomass€¦ · global carbon cycle is the dearth of global observations. An increased, improved and coordinated observing system for

LPVE 2018, ESA ESRIN, Feb 27-March1, Frascati, Italy17

TimelineTimeline Activities

Fall 2017 • Identify contributors

• Develop draft protocol skeleton

• Meet with writing groups

Winter 2017 • Finalize skeleton, writing groups / leads

January – June 2018 • Section drafts complete by June 2018

June – August 2018 • Collation of section drafts

• LPV co-leads draft introduction, conclusion

• Synthesis for data gaps section

Fall 2018 • Internal review

Winter 2018 - Summer 2019 • External review

• Draft / submit peer reviewed papers

2019 • Collation of reference datasets

• Adoption by ICESAT2 & GEDI biomass products

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LPVE 2018, ESA ESRIN, Feb 27-March1, Frascati, Italy18

GEDI’s Field and Lidar Calibration Database

Data are crowd-sourced from international collaborators

4108 plots (25 m – 50 ha)20,941 GEDI sized plots

Page 19: CEOS’s Land Product Validation Focus Area on Biomass€¦ · global carbon cycle is the dearth of global observations. An increased, improved and coordinated observing system for

LPVE 2018, ESA ESRIN, Feb 27-March1, Frascati, Italy19

Laser footprint

ALS point cloudGEDI Footprint

25 m

Simulating GEDI with Airborne Lidar

Slide by Steve Hancock

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LPVE 2018, ESA ESRIN, Feb 27-March1, Frascati, Italy20

GeneralBiomassValidationConcept

1. TLS + Field Data for plot biomass estimates

2. Calibrate Airborne lidar with local TLS plots

3. Generate local:regional biomass maps at desired resolution

4. Report accuracy over geographic domain of interest

Error Propagation

Page 21: CEOS’s Land Product Validation Focus Area on Biomass€¦ · global carbon cycle is the dearth of global observations. An increased, improved and coordinated observing system for

LPVE 2018, ESA ESRIN, Feb 27-March1, Frascati, Italy21

GEDI’s Field and Lidar Calibration Database

Data are crowd-sourced from international collaborators

20,941 GEDI sized plots

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GEDI Forest Structure and Biomass Database

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LPVE 2018, ESA ESRIN, Feb 27-March1, Frascati, Italy23

Potential Validation Portal: Multi-mission Analysis Platform

MAPJoint access to

data and algorithms

Space borne data: ICESat-2 , GEDI, NISAR

Airborne data: ECOSAR (Costa Rica), DBSAR, SMAPVEX, AFRISAR

In-situ data: AFRISAR, ECOSAR (Costa Rica), CMS

Space borne data:BIOMASS

Airborne data: INDREX2, BIOSAR1, BIOSAR2, TROPISAR, BIOSAR3, AFRISAR

In-situ data: TROPISCAT, AFRISCAT

Compute Compute

3/7/18 23

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LPVE 2018, ESA ESRIN, Feb 27-March1, Frascati, Italy24

Thank you!