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The Orbiting Carbon Observatory Mission: Effects of Polarization on Retrievals

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The rest has been absorbed by land ecosystems and oceans ... Welcome-12. Extinction Processes. Welcome-13. Results for O2 A Band with Rayleigh Scattering ... – PowerPoint PPT presentation

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Title: The Orbiting Carbon Observatory Mission: Effects of Polarization on Retrievals


1
  • The Orbiting Carbon Observatory Mission Effects
    of Polarization on Retrievals
  • Vijay Natraj
  • Advisor Yuk Yung
  • Collaborators Robert Spurr (RT Solutions, Inc.),
    Hartmut Boesch
  • (JPL), Yibo Jiang (JPL)

2
Outline
  • Introduction
  • Retrieval Strategy
  • Radiative Transfer Essentials
  • O2 A Band Results
  • Sensitivity Analysis
  • Outlook

3
Introduction
Since 1860, global mean surface temperature has
risen 1.0 C with a very abrupt increase since
1980.
Atmospheric levels of CO2 have risen from 270
ppm in 1860 to 370 ppm today.
Does increasing atmospheric CO2 drive increases
in global temperature? Do increasing temperatures
increase atmospheric CO2 levels?
4
Where are the Missing Carbon Sinks?
  • Only half of the CO2 released into the atmosphere
    since 1970 has remained there. The rest has been
    absorbed by land ecosystems and oceans
  • What are the relative roles of the oceans and
    land ecosystems in absorbing CO2?
  • Is there a northern hemisphere land sink?
  • What are the relative roles of North America and
    Eurasia?
  • What controls carbon sinks?
  • Why does the atmospheric buildup vary with
    uniform emission rates?
  • How will sinks respond to climate change?
  • Reliable climate predictions require an improved
    understanding of CO2 sinks
  • Future atmospheric CO2 increases
  • Their contributions to global change

5
Why Measure CO2 from Space?Improved CO2 Flux
Inversion Capabilities
  • Current State of Knowledge
  • Global maps of carbon flux errors for 26
    continent/ocean-basin-sized zones retrieved from
    inversion studies
  • Studies using data from the 56 GV-CO2 stations
  • Flux residuals exceed 1 GtC/yr in some zones
  • Network is too sparse
  • Inversion tests
  • global XCO2 pseudo-data with 1 ppm accuracy
  • flux errors reduced to lt0.5 GtC/yr/zone for all
    zones
  • Global flux error reduced by a factor of 3.

Flux Retrieval Error GtC/yr/zone
Rayner OBrien, Geophys. Res. Lett. 28, 175
(2001)
6
OCO Mission
  • First global, space-based observations of
    atmospheric CO2
  • high accuracy, resolution and coverage
  • geographic distribution of CO2 sources and sinks
    and variability
  • High resolution spectroscopic measurements of
    reflected sunlight
  • NIR CO2 and O2 bands
  • Remote sensing retrieval algorithms
  • estimates of column-averaged CO2 dry air mole
    fraction (XCO2)
  • accuracies near 0.3 (1 ppm)
  • Chemical transport models
  • spatial distribution of CO2 sources and sinks
  • two annual cycles

7
Spectroscopy
  • Column-integrated CO2 abundance gt Maximum
    contribution from surface
  • High resolution spectroscopic measurements of
    reflected sunlight in near IR CO2 and O2 bands

O2 A band Clouds/Aerosols, Surface Pressure
weak CO2 band Column CO2
strong CO2 band Clouds/Aerosols, H2O,
Temperature
8
Retrieval Strategy
9
Radiative Transfer Essentials
Fundamental Equation of RT
Beers Law
Source Function (Emission, Scattering)
10
Polarization and the Stokes Vector
  • Electromagnetic radiation can be described in
    terms of the Stokes Vectors I, Q, U V
  • I - total intensity
  • Q U - linear polarization
  • V - circular polarization
  • Degree of Polarization
  • (for OCO)

11
Atmospheric and Surface Setup
  • 11-layer plane-parallel atmosphere (4 in
    stratosphere)
  • Urban, tropospheric and stratospheric aerosols
  • Lambertian surface albedos of 0.05, 0.1, 0.3
  • SZA 10, 40, 70
  • VZA 0, 35, 70
  • Azimuth 0, 45, 90, 135, 180
  • Aerosol extinction optical depth 0, 0.025, 0.25

12
Extinction Processes
13
Results for O2 A Band with Rayleigh Scattering
0.0113
0.818
103.539
14
Varying Solar Zenith Angle
15
Varying Aerosol Loading
16
Varying Surface Albedo
17
Linear Sensitivity Analysis
  • Park Falls, Wisconsin
  • Geometry
  • Nadir viewing
  • SZA 75.1 (Jan), 34.8 (Jul)
  • Azimuth 210.9 (Jan), 240.0 (Jul)
  • Lorentzian ILS
  • Resolving Powers
  • O2 A Band 17000
  • CO2 Bands 20000
  • Errors
  • July 0.3 ppm
  • January 10 ppm

18
Outlook
  • Polarization significant part of retrieval error
    budget
  • Full vector retrieval too time-consuming and not
    practical
  • Ways to handle polarization?
  • Orders of Scattering
  • Spectral Binning
  • Look-up tables
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