Integrating Spaceborne Observations of Greenhouse Gases and...

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Integrating Spaceborne Observations of Greenhouse Gases and Forest Structure to Estimate Land-Cover and Land-Use Change Emissions Ben Poulter 1 , Leo Calle 2 , Philippe Ciais 3 , George Hurtt 4 , Masa Kondo 5 , Lesley Ott 1 , and Prabir Patra 6 1 NASA, 2 Montana State University, 3 LSCE, 4 University of Maryland, 5 Chiba University, 6 JAMSTEC

Transcript of Integrating Spaceborne Observations of Greenhouse Gases and...

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Integrating Spaceborne Observations of Greenhouse Gases and Forest Structure to Estimate Land-Cover and Land-Use Change EmissionsBen Poulter1, Leo Calle2, Philippe Ciais3, George Hurtt4, Masa Kondo5, Lesley Ott1, and Prabir Patra6

1NASA, 2Montana State University, 3LSCE, 4University of Maryland, 5Chiba University, 6JAMSTEC

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Acknowledgements

• Activities funded by:• NASA Carbon Monitoring System (CMS)• NASA Arctic-Boreal Vulnerability Experiment (ABoVE)• NASA Interdisciplinary Sciences (IDS)

• Data contributions from OCO-2, TRENDY Model Intercomparison, NASA GMAO

ESA Biomass Workshop, 9/25/18

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Can we detect LULCC emissions from space?

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+

+ +

Land-cover change (Song et al. 2018)

Burned area (Andelaet al. 2017)

XCO2

ESM

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What is the role of LULCC in the Earth system?

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Accounting for LULCC emissions?

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Net LULUCC = (Wood harvest + Deforestation Fires + Soil Erosion + Committed Emissions [products, slash] + Legacy Emissions + Crop Harvest + Pasture Management) - Regrowth

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Can GHG satellites be integrated with forest structure missions?• GHG satellites track column concentrations

• How to disaggregate flux to source/sink sectors?

• Types of LULCC emissions would impose ‘instantaneous’ signature• Deforestation fires• Deforestation (loss of C uptake, slow release)• Crop harvest (rapid switch in carbon cycle)• Crop burning

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Urba

n OC

O-2

XCO 2

anom

aly

Wild

fire

OCO-

2 XC

O 2an

omal

y

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LULCC

Integrated RS LUCC system

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XCO2 Enhancement Land

Cover ChangeLand

Use

Deforestation Fires

Wood Harvest

Grass Management

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Integrated RS LUCC system

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• LULCC hotspots are not monitored for CO2

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Integrated RS LUCC system

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• Addressing scale and disaggregation of GHG signal

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Sensitivity of XCO2 to Land Cover Change

• Simulation of LULCC processes• LPJml -> WH, shifting cultivation, GH, CH, legacy

emissions, wildfire• Land Use Harmonization version 2 (1700 to

2017)• Atmospheric transport using GEOS5 and

also with ACTM• MERRA2 and JRA55 Reanalysis wind fields used• 2 x 3.75 degree resolution

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Sensitivity of XCO2 to Land Cover Change

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Woo

d Ha

rves

t

Fore

st Lo

ss

1992

2017

1992

2017

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Sensitivity of XCO2 to Land Cover Change

Enhancement of XCO2, ppm, (difference of S3 – S2)• Seasonal effect due to legacy emissions?

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Sensitivity of XCO2 to Land Cover Change

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Diff

eren

ce (K

gCm

-2)

19922017

Net land use change emissions simulated by LPJ

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Summary• Can we combine forest structure and GHG remote sensing for LULCC

applications?• LULCC XCO2 enhancement observed in simulation environment, e.g., OSSE• Distinguish between types of LULCC fluxes (instantaneous vs committed)• Address scaling challenges of datasets, observational period, and extent• Work toward a methodology for statistical disaggregation of XCO2

enhancement constrained by land cover, biomass, land use remote sensing with an atmospheric model (beyond atmospheric inversion)

ESA Biomass Workshop, 9/25/18