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Mid-Continent Intensive (MCI) Experiment Demonstrates Comparability between Bottom-Up and Top-Down Approaches for Carbon Dioxide Flux Estimation Stephen M. Ogle 1 , Kenneth Davis 2 , Andrew Schuh 3 , Tristram West 4 , Thomas Lauvaux 2 , Natasha Miles 2 , Scott Richardson 2 , Dan Cooley 5 , F. Jay Breidt 5 , Linda Heath 6 , James Smith 6 , Kevin Gurney 7 , Jessica McCarty 8 , Arlyn Andrews 9 , Pieter Tans 9 , Scott Denning 10 1 Natural Resource Ecology Laboratory and Department of Ecosystem Science and Sustainability, Colorado State University, Fort Collins, CO 80525 2 Department of Meteorology, The Pennsylvania State University, University Park, PA 16802 3 Cooperative Institute for Research in the Atmosphere and Natural Resource Ecology Laboratory, Colorado State University, Fort Collins, CO, 80525 4 Joint Global Change Research Institute, Pacific Northwest National Laboratory and University of Maryland, College Park, MD 20740 5 Department of Statistics, Colorado State University, Fort Collins, CO 80525 6 USDA Forest Service, Northern Research Station, Durham, NH 03824 7 School of Life Sciences, Arizona State University, Tempe, AZ 85287 8 Michigan Tech Research Institute, Ann Arbor, MI 481057 9 Earth Systems Research Laboratory, NOAA, Boulder, CO 80305 10 Department of Atmospheric Sciences, Colorado State University, Fort Collins, CO 80525

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Page 1: Mid-Continent Intensive (MCI) Experiment Demonstrates … · 2017. 6. 6. · Mid-Continent Intensive (MCI) Experiment Demonstrates Comparability between Bottom-Up and Top-Down Approaches

Mid-Continent Intensive (MCI) Experiment Demonstrates Comparability between

Bottom-Up and Top-Down Approaches for Carbon Dioxide Flux Estimation

Stephen M. Ogle1, Kenneth Davis2, Andrew Schuh3, Tristram West4, Thomas Lauvaux2, Natasha Miles2, Scott Richardson2, Dan Cooley5, F. Jay Breidt5, Linda Heath6, James Smith6, Kevin Gurney7, Jessica

McCarty8, Arlyn Andrews9, Pieter Tans9, Scott Denning101 Natural Resource Ecology Laboratory and Department of Ecosystem Science and Sustainability, Colorado State University, Fort Collins, CO 805252 Department of Meteorology, The Pennsylvania State University, University Park, PA 168023 Cooperative Institute for Research in the Atmosphere and Natural Resource Ecology Laboratory, Colorado State University, Fort Collins, CO, 805254 Joint Global Change Research Institute, Pacific Northwest National Laboratory and University of Maryland, College Park, MD 207405 Department of Statistics, Colorado State University, Fort Collins, CO 805256 USDA Forest Service, Northern Research Station, Durham, NH 038247 School of Life Sciences, Arizona State University, Tempe, AZ 852878 Michigan Tech Research Institute, Ann Arbor, MI 4810579 Earth Systems Research Laboratory, NOAA, Boulder, CO 8030510 Department of Atmospheric Sciences, Colorado State University, Fort Collins, CO 80525

Page 2: Mid-Continent Intensive (MCI) Experiment Demonstrates … · 2017. 6. 6. · Mid-Continent Intensive (MCI) Experiment Demonstrates Comparability between Bottom-Up and Top-Down Approaches

MCI Study Objective

C

CO2 CO2

CO2

CO2

CO2

CO2

C

Atmospheric Inversions

Inventories

NACP Mid-Continent Intensive (MCI) was a test-bed for comparing top-down and bottom-up methodologies that are used to estimate regional CO2 fluxes. Focus year was 2007.

Page 3: Mid-Continent Intensive (MCI) Experiment Demonstrates … · 2017. 6. 6. · Mid-Continent Intensive (MCI) Experiment Demonstrates Comparability between Bottom-Up and Top-Down Approaches

MCI Study Area

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CO2 Emissions Inventory Fossil and biofuel combustion (Gurney et al.

2009) Crop harvest, livestock respiration, and human

respiration (West et al. 2011) Forest carbon and harvest (Smith et al. 2007,

Heath et al. 2011) Cropland and grassland soil C (Ogle et al. 2010) Agricultural residue burning emissions

(McCarty et al. 2009) Landfill decomposition (West et al., in prep)

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Emissions Inventory Uncertainty Estimating the sum of sources (t) for grid cells

(i), and then summing those results to the region

Monte Carlo Analysis Each source has a 100 realizations for all grid cells in

the MCI region Uncertainty based on PDFs for key parameters and

input data Spatial correlation represented within sources,

but assumed to be independent between sources

Page 6: Mid-Continent Intensive (MCI) Experiment Demonstrates … · 2017. 6. 6. · Mid-Continent Intensive (MCI) Experiment Demonstrates Comparability between Bottom-Up and Top-Down Approaches

CO2 Inventory: Fossil Combustion

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CO2 Inventory: Croplands

Page 8: Mid-Continent Intensive (MCI) Experiment Demonstrates … · 2017. 6. 6. · Mid-Continent Intensive (MCI) Experiment Demonstrates Comparability between Bottom-Up and Top-Down Approaches

National Patterns: Cropland Carbon

West et al. 2011, Biogeosciences

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CO2 Inventory: Forestland

Page 10: Mid-Continent Intensive (MCI) Experiment Demonstrates … · 2017. 6. 6. · Mid-Continent Intensive (MCI) Experiment Demonstrates Comparability between Bottom-Up and Top-Down Approaches

Other Inventory SourcesGrassland

Human Respiration

Livestock Respiration

Fossil Fuel Combustion

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Atmospheric CO2 Measurements CO2 concentration data showing strong draw-

down at all towers throughout MCI region

Miles et al. 2012, Journal of Geophysical Research

M J S N J M M J S N J M M J S N J

360

370

380

390

400

Sm

ooth

ed D

aily

Day

time

[CO

2] (

ppm

)

2007 2008 2009

GVKW

CE

MDMORLRM

MLO* (3397 masl)

LEF

WBI

2007 2008 2009

GVKW

CE

MDMORLRM

MLO* (3397 masl)

LEF

WBI

2007 2008 2009

GVKW

CE

MDMORLRM

MLO* (3397 masl)

LEF

WBI

2007 2008 2009

GVKW

CE

MDMORLRM

MLO* (3397 masl)

LEF

WBI

2007 2008 2009

GVKW

CE

MDMORLRM

MLO* (3397 masl)

LEF

WBI

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Atmospheric Inversion Models Two meso-scale atmospheric inversion modeling

systems Colorado State University (Schuh et al. , in press) Penn State University (Lauvaux et al. 2012)

Included CarbonTracker for comparative purposes (Peters et al. 2007)

Fossil emissions are treated as a known in the inversion Comparison between inversion model results and

non-fossil portion of CO2 emissions inventory

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Atmospheric CO2 Inversions

Schuh et al. in press, Global Change Biology

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Comparison: Inventory and Inversion

Schuh et al. in press, Global Change Biology

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Reconcile: Inventory and InversionInversion Inventory Reconciled

Standard Deviation Standard Deviation Standard Deviation

Cooley et al. in press, Ecological and Environmental Statistics

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Future Regional-Scale Research Meso-scale atmospheric measurement and

inversion system needs to be tested in other regions

Track lateral transport of carbon in commodities and CO2 return as part of emissions inventories Needed to compare inventory results with

atmospheric CO2 concentration measurements Can fossil emissions be included in the

atmospheric inversion framework? Indianapolis Flux Experiment, Megacities project

Uncertainties have been reduced in regional CO2budget, but still room for improvement

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Acknowledgements:We are grateful to the MCI Science Team, in addition to the funding support from NASA, DOE, NOAA and USDA.