Lessons Learned with the AIRS Hyperspectral Sensor · ASL Overview RTA update (SARTA/kCARTA)...

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Hyperspectral RTA L. Strow Non-LTE Emission AIRS RTA and L1b Validation Minor Gases Dust: Scattering Apps Climate with Hyperspectral IR ASL Lessons Learned with the AIRS Hyperspectral Sensor L.Larrabee Strow Atmospheric Spectroscopy Laboratory (ASL) UMBC Physics Department and the Joint Center for Earth Systems Technology April 26, 2006 Thanks to: ASL Group Members: Scott Hannon, Sergio De Souza-Machado, and Howard Motteler. 1 / 51

Transcript of Lessons Learned with the AIRS Hyperspectral Sensor · ASL Overview RTA update (SARTA/kCARTA)...

Page 1: Lessons Learned with the AIRS Hyperspectral Sensor · ASL Overview RTA update (SARTA/kCARTA) Non-LTE Clear sky Minor gases Progress on detecting, modeling mineral dust with ... ASL

HyperspectralRTA

L. Strow

Non-LTEEmission

AIRS RTA andL1b Validation

Minor Gases

Dust:ScatteringApps

Climate withHyperspectralIR

ASL

Lessons Learned with the AIRSHyperspectral Sensor

L.Larrabee Strow

Atmospheric Spectroscopy Laboratory (ASL)UMBC Physics Department

and theJoint Center for Earth Systems Technology

April 26, 2006

Thanks to: ASL Group Members: Scott Hannon, Sergio De Souza-Machado, and

Howard Motteler.

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Page 2: Lessons Learned with the AIRS Hyperspectral Sensor · ASL Overview RTA update (SARTA/kCARTA) Non-LTE Clear sky Minor gases Progress on detecting, modeling mineral dust with ... ASL

HyperspectralRTA

L. Strow

Non-LTEEmission

AIRS RTA andL1b Validation

Minor Gases

Dust:ScatteringApps

Climate withHyperspectralIR

ASL Overview

RTA update (SARTA/kCARTA)Non-LTEClear sky

Minor gases

Progress on detecting, modeling mineral dust withscattering RTA

Doing climate with hyperspectral sensors

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HyperspectralRTA

L. Strow

Non-LTEEmission

AIRS RTA andL1b Validation

Minor Gases

Dust:ScatteringApps

Climate withHyperspectralIR

ASL Bias summary of Non-LTE: Ignore black line

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HyperspectralRTA

L. Strow

Non-LTEEmission

AIRS RTA andL1b Validation

Minor Gases

Dust:ScatteringApps

Climate withHyperspectralIR

ASL Global Behavior of Non-LTE (July 1-15)

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HyperspectralRTA

L. Strow

Non-LTEEmission

AIRS RTA andL1b Validation

Minor Gases

Dust:ScatteringApps

Climate withHyperspectralIR

ASL Zoom of Bias and Std’s for Non-LTE

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HyperspectralRTA

L. Strow

Non-LTEEmission

AIRS RTA andL1b Validation

Minor Gases

Dust:ScatteringApps

Climate withHyperspectralIR

ASL Bias vs Solar Angle: No Non-LTE Fix

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Page 7: Lessons Learned with the AIRS Hyperspectral Sensor · ASL Overview RTA update (SARTA/kCARTA) Non-LTE Clear sky Minor gases Progress on detecting, modeling mineral dust with ... ASL

HyperspectralRTA

L. Strow

Non-LTEEmission

AIRS RTA andL1b Validation

Minor Gases

Dust:ScatteringApps

Climate withHyperspectralIR

ASL Bias vs Solar Angle with Non-LTE Fix

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HyperspectralRTA

L. Strow

Non-LTEEmission

AIRS RTA andL1b Validation

Minor Gases

Dust:ScatteringApps

Climate withHyperspectralIR

ASL15 µm Bias vs Solar Angle, No Non-LTEEmission

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HyperspectralRTA

L. Strow

Non-LTEEmission

AIRS RTA andL1b Validation

Minor Gases

Dust:ScatteringApps

Climate withHyperspectralIR

ASL RTA Validation: AIRS Radiometric Stability: <0.01K/year

Work by H. Aumann (NASA/JPL)

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HyperspectralRTA

L. Strow

Non-LTEEmission

AIRS RTA andL1b Validation

Minor Gases

Dust:ScatteringApps

Climate withHyperspectralIR

ASL SRF Shape (fringes) Introduce Bias: Understood, notfullly implemented

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Page 11: Lessons Learned with the AIRS Hyperspectral Sensor · ASL Overview RTA update (SARTA/kCARTA) Non-LTE Clear sky Minor gases Progress on detecting, modeling mineral dust with ... ASL

HyperspectralRTA

L. Strow

Non-LTEEmission

AIRS RTA andL1b Validation

Minor Gases

Dust:ScatteringApps

Climate withHyperspectralIR

ASL Slight frequency shifts: Important for climate

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HyperspectralRTA

L. Strow

Non-LTEEmission

AIRS RTA andL1b Validation

Minor Gases

Dust:ScatteringApps

Climate withHyperspectralIR

ASL A great RTA validation dataset exists

Table: Number sonde launches, LIDAR observations, coincident with AIRS.

Name Technique # of CoincidentSondes

ARM TWP Phase1 RS-90 154ARM TWP Phase2 RS-90 178ARM TWP Phase3 RS-90 163ARM SGP Phase1 RS-90 125ARM SGP Phase2 RS-90 171ARM SGP Phase3 RS-90 160Mcmillan/ABOVE RS-90 195Minnett RS-90 146aVömel FP 29Whiteman/LIDAR SRL 23

a. Includes RS-80 sondes not used here.

Table: Summary of number of clear observations over ocean at night.

Name % Clear # Sonde/LidarProfiles

ARM TWP 15 38Mcmillan/ABOVE 7 7Minnett 25 23

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HyperspectralRTA

L. Strow

Non-LTEEmission

AIRS RTA andL1b Validation

Minor Gases

Dust:ScatteringApps

Climate withHyperspectralIR

ASL RS-90 Validation Campaign Bias Results

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HyperspectralRTA

L. Strow

Non-LTEEmission

AIRS RTA andL1b Validation

Minor Gases

Dust:ScatteringApps

Climate withHyperspectralIR

ASL RS-90 vs ECMWF Biases: 24 Month Avg

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HyperspectralRTA

L. Strow

Non-LTEEmission

AIRS RTA andL1b Validation

Minor Gases

Dust:ScatteringApps

Climate withHyperspectralIR

ASLBUT (the bad news): We had to empiricallyadjust transmittances (using ARM-TWP 1)

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HyperspectralRTA

L. Strow

Non-LTEEmission

AIRS RTA andL1b Validation

Minor Gases

Dust:ScatteringApps

Climate withHyperspectralIR

ASL Adjustments in units of optical depths

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HyperspectralRTA

L. Strow

Non-LTEEmission

AIRS RTA andL1b Validation

Minor Gases

Dust:ScatteringApps

Climate withHyperspectralIR

ASLAdjustments in units of optical depths: Zoomof Fixed Gases (CO2)

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HyperspectralRTA

L. Strow

Non-LTEEmission

AIRS RTA andL1b Validation

Minor Gases

Dust:ScatteringApps

Climate withHyperspectralIR

ASL Day/Night RS-90 and Frost-Point Differences

Mean night vs day biases for a. all RS-90 sondes, b. Vömel’s (NOAA/CMDL) frost-point hygrometers

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Page 19: Lessons Learned with the AIRS Hyperspectral Sensor · ASL Overview RTA update (SARTA/kCARTA) Non-LTE Clear sky Minor gases Progress on detecting, modeling mineral dust with ... ASL

HyperspectralRTA

L. Strow

Non-LTEEmission

AIRS RTA andL1b Validation

Minor Gases

Dust:ScatteringApps

Climate withHyperspectralIR

ASL Minor Gases Impact RTA Validation

Minor gases need to be well understood to:1 Validate the RTA2 Use hyperspectral sensors for climate

Plus, we might find something interesting.

Stratospheric “interference” a big problem? (Especiallyimportant for polar work with hyperspectral.)

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HyperspectralRTA

L. Strow

Non-LTEEmission

AIRS RTA andL1b Validation

Minor Gases

Dust:ScatteringApps

Climate withHyperspectralIR

ASL Variable CO2: ECMWF for T(z)

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Page 21: Lessons Learned with the AIRS Hyperspectral Sensor · ASL Overview RTA update (SARTA/kCARTA) Non-LTE Clear sky Minor gases Progress on detecting, modeling mineral dust with ... ASL

HyperspectralRTA

L. Strow

Non-LTEEmission

AIRS RTA andL1b Validation

Minor Gases

Dust:ScatteringApps

Climate withHyperspectralIR

ASL And it’s global variation

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HyperspectralRTA

L. Strow

Non-LTEEmission

AIRS RTA andL1b Validation

Minor Gases

Dust:ScatteringApps

Climate withHyperspectralIR

ASLCO2 Variability Important for Weather andClimate

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Page 23: Lessons Learned with the AIRS Hyperspectral Sensor · ASL Overview RTA update (SARTA/kCARTA) Non-LTE Clear sky Minor gases Progress on detecting, modeling mineral dust with ... ASL

HyperspectralRTA

L. Strow

Non-LTEEmission

AIRS RTA andL1b Validation

Minor Gases

Dust:ScatteringApps

Climate withHyperspectralIR

ASL Latest CO2 from AIRS, 38 Months: ∼25-45 Deg

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Page 24: Lessons Learned with the AIRS Hyperspectral Sensor · ASL Overview RTA update (SARTA/kCARTA) Non-LTE Clear sky Minor gases Progress on detecting, modeling mineral dust with ... ASL

HyperspectralRTA

L. Strow

Non-LTEEmission

AIRS RTA andL1b Validation

Minor Gases

Dust:ScatteringApps

Climate withHyperspectralIR

ASL CH4 Interferes with H2O

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Page 25: Lessons Learned with the AIRS Hyperspectral Sensor · ASL Overview RTA update (SARTA/kCARTA) Non-LTE Clear sky Minor gases Progress on detecting, modeling mineral dust with ... ASL

HyperspectralRTA

L. Strow

Non-LTEEmission

AIRS RTA andL1b Validation

Minor Gases

Dust:ScatteringApps

Climate withHyperspectralIR

ASL CH4

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Page 26: Lessons Learned with the AIRS Hyperspectral Sensor · ASL Overview RTA update (SARTA/kCARTA) Non-LTE Clear sky Minor gases Progress on detecting, modeling mineral dust with ... ASL

HyperspectralRTA

L. Strow

Non-LTEEmission

AIRS RTA andL1b Validation

Minor Gases

Dust:ScatteringApps

Climate withHyperspectralIR

ASL Volcanic SO2 and Ash are seen

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Page 27: Lessons Learned with the AIRS Hyperspectral Sensor · ASL Overview RTA update (SARTA/kCARTA) Non-LTE Clear sky Minor gases Progress on detecting, modeling mineral dust with ... ASL

May 2004 Monthly Means of HNO3

RTA modified to include variable HNO3

Used L2 retrievals, just varied scalar multiplier of HNO3

column

HNO3 unit is (observed column)/(reference column).Reference column is ≈ 1014 mol/cm2

Ocean only

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Page 28: Lessons Learned with the AIRS Hyperspectral Sensor · ASL Overview RTA update (SARTA/kCARTA) Non-LTE Clear sky Minor gases Progress on detecting, modeling mineral dust with ... ASL

HNO3 Signal in Polar Granule Residuals

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Page 29: Lessons Learned with the AIRS Hyperspectral Sensor · ASL Overview RTA update (SARTA/kCARTA) Non-LTE Clear sky Minor gases Progress on detecting, modeling mineral dust with ... ASL

Very Rough Validation versus MIPAS

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Page 30: Lessons Learned with the AIRS Hyperspectral Sensor · ASL Overview RTA update (SARTA/kCARTA) Non-LTE Clear sky Minor gases Progress on detecting, modeling mineral dust with ... ASL

GEOS-CHEM: Sept. 20-21, 2004, 220 and 310 mbar

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GEOS-CHEM: Sept. 20-21, 2004, 430 and 600 mbar

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Page 32: Lessons Learned with the AIRS Hyperspectral Sensor · ASL Overview RTA update (SARTA/kCARTA) Non-LTE Clear sky Minor gases Progress on detecting, modeling mineral dust with ... ASL

B(T) Influence for 1X Change in HNO3, Channel 1440

About 5 channels this sensitive189 AIRS channels have dB(T)/d(HNO3 = 1X) > 0.1K

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Page 33: Lessons Learned with the AIRS Hyperspectral Sensor · ASL Overview RTA update (SARTA/kCARTA) Non-LTE Clear sky Minor gases Progress on detecting, modeling mineral dust with ... ASL

HyperspectralRTA

L. Strow

Non-LTEEmission

AIRS RTA andL1b Validation

Minor Gases

Dust:ScatteringApps

Climate withHyperspectralIR

ASL AIRS Dust Observations: Scattering SARTA

We have observed many dust outbreaks, with quantitativeanalysis over oceans using SARTA-scattering

Paper in GRL on Medit. case (comparisons to MODIS)

Some differences in spectral structure (index of refraction)

Observed volcanic ash clouds

Hyperspectral IR sees dust througout tropical Atlantic insummer: Important to include in assimilation/retrieval forhurricane applications?

Developing a dust flag for next AIRS processing cycle. Hopefullyfuture reprocessing will include dust optical depth. More workneeded on how to handle dust vertical structure and interferingclouds.

SARTA/kCARTA now has scattering based on paper by Chou,Lee, Tsay, Fu; Parameterization for Cloud Longwave Scatteringfor use in Atmospheric Models in Journal of Climate, vol 12, pg159 (January 1999)

Two layer clouds possible, so can have water plus ice, or waterplus dust. Very fast with analytic Jacobians.

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HyperspectralRTA

L. Strow

Non-LTEEmission

AIRS RTA andL1b Validation

Minor Gases

Dust:ScatteringApps

Climate withHyperspectralIR

ASL Mediterranean Dust Storm

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HyperspectralRTA

L. Strow

Non-LTEEmission

AIRS RTA andL1b Validation

Minor Gases

Dust:ScatteringApps

Climate withHyperspectralIR

ASLDerived Optical Depths at 900 cm−1:Scattering SARTA

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HyperspectralRTA

L. Strow

Non-LTEEmission

AIRS RTA andL1b Validation

Minor Gases

Dust:ScatteringApps

Climate withHyperspectralIR

ASL MODIS vs AIRS-derived Optical Depths

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Page 37: Lessons Learned with the AIRS Hyperspectral Sensor · ASL Overview RTA update (SARTA/kCARTA) Non-LTE Clear sky Minor gases Progress on detecting, modeling mineral dust with ... ASL

HyperspectralRTA

L. Strow

Non-LTEEmission

AIRS RTA andL1b Validation

Minor Gases

Dust:ScatteringApps

Climate withHyperspectralIR

ASL Spectral Effects of Dust

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Page 38: Lessons Learned with the AIRS Hyperspectral Sensor · ASL Overview RTA update (SARTA/kCARTA) Non-LTE Clear sky Minor gases Progress on detecting, modeling mineral dust with ... ASL

HyperspectralRTA

L. Strow

Non-LTEEmission

AIRS RTA andL1b Validation

Minor Gases

Dust:ScatteringApps

Climate withHyperspectralIR

ASL Day 1: Dust Flag

May 2005 AIRS-STM

Global Score : July 16, 2005

SSM, UMBC 6

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Page 39: Lessons Learned with the AIRS Hyperspectral Sensor · ASL Overview RTA update (SARTA/kCARTA) Non-LTE Clear sky Minor gases Progress on detecting, modeling mineral dust with ... ASL

HyperspectralRTA

L. Strow

Non-LTEEmission

AIRS RTA andL1b Validation

Minor Gases

Dust:ScatteringApps

Climate withHyperspectralIR

ASL Day 2: Dust Flag

May 2005 AIRS-STM

Global Score : July 17, 2005

SSM, UMBC 7

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Page 40: Lessons Learned with the AIRS Hyperspectral Sensor · ASL Overview RTA update (SARTA/kCARTA) Non-LTE Clear sky Minor gases Progress on detecting, modeling mineral dust with ... ASL

HyperspectralRTA

L. Strow

Non-LTEEmission

AIRS RTA andL1b Validation

Minor Gases

Dust:ScatteringApps

Climate withHyperspectralIR

ASL Day 3: Dust Flag

May 2005 AIRS-STM

Global Score : July 18, 2005

SSM, UMBC 8

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HyperspectralRTA

L. Strow

Non-LTEEmission

AIRS RTA andL1b Validation

Minor Gases

Dust:ScatteringApps

Climate withHyperspectralIR

ASL Day 4: Dust Flag

May 2005 AIRS-STM

Global Score : July 19, 2005

SSM, UMBC 9

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Page 42: Lessons Learned with the AIRS Hyperspectral Sensor · ASL Overview RTA update (SARTA/kCARTA) Non-LTE Clear sky Minor gases Progress on detecting, modeling mineral dust with ... ASL

HyperspectralRTA

L. Strow

Non-LTEEmission

AIRS RTA andL1b Validation

Minor Gases

Dust:ScatteringApps

Climate withHyperspectralIR

ASL Day 5: Dust Flag

May 2005 AIRS-STM

Global Score : July 20, 2005

SSM, UMBC 10

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Page 43: Lessons Learned with the AIRS Hyperspectral Sensor · ASL Overview RTA update (SARTA/kCARTA) Non-LTE Clear sky Minor gases Progress on detecting, modeling mineral dust with ... ASL

HyperspectralRTA

L. Strow

Non-LTEEmission

AIRS RTA andL1b Validation

Minor Gases

Dust:ScatteringApps

Climate withHyperspectralIR

ASL Day 6: Dust Flag

May 2005 AIRS-STM

Global Score : July 21, 2005

SSM, UMBC 11

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HyperspectralRTA

L. Strow

Non-LTEEmission

AIRS RTA andL1b Validation

Minor Gases

Dust:ScatteringApps

Climate withHyperspectralIR

ASL Day 7: Dust Flag

May 2005 AIRS-STM

Global Score : July 22, 2005

SSM, UMBC 12

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HyperspectralRTA

L. Strow

Non-LTEEmission

AIRS RTA andL1b Validation

Minor Gases

Dust:ScatteringApps

Climate withHyperspectralIR

ASL Day 8: Dust Flag

May 2005 AIRS-STM

Global Score : July 23, 2005

SSM, UMBC 13

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April 8, 2006

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April 9, 2006

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April 10, 2006

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April 11, 2006

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April 12, 2006

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April 13, 2006

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April 14, 2006

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April 15, 2006

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April 16, 2006

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April 17, 2006

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April 18, 2006

Page 57: Lessons Learned with the AIRS Hyperspectral Sensor · ASL Overview RTA update (SARTA/kCARTA) Non-LTE Clear sky Minor gases Progress on detecting, modeling mineral dust with ... ASL

HyperspectralRTA

L. Strow

Non-LTEEmission

AIRS RTA andL1b Validation

Minor Gases

Dust:ScatteringApps

Climate withHyperspectralIR

ASL AEROSE Dust StudyMay 2005 AIRS-STM

March 7, 2004 : (AEROSE) Duststorm off W.Africa

• “X” marks location of ship

• Lots of cloud contaminating the scene

• Weight ∆ BT(900cm-1,961 cm-1) more strongly

SSM, UMBC 18

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HyperspectralRTA

L. Strow

Non-LTEEmission

AIRS RTA andL1b Validation

Minor Gases

Dust:ScatteringApps

Climate withHyperspectralIR

ASL AEROSE March 07, 2004

Left slide is false color visible image

Right slide is log10(red/blue), so higher values imply AIRSis looking at something other than warm blue ocean!

“X” marks position of ship

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HyperspectralRTA

L. Strow

Non-LTEEmission

AIRS RTA andL1b Validation

Minor Gases

Dust:ScatteringApps

Climate withHyperspectralIR

ASL AEROSE March 07, 2004

Photometer indicates “dusty” skyCannot simultaneously fit AIRS and MAERI dataAlso might have sunglint problems??blue = obs, green = clear calc, red = cloudy calcAIRS sim : dust from 900 mb down, D ' 1.5 um,τ(900cm−1) ' 1.02MAERI sim : dust from 900 mb down, D ' 2.5 um,τ(900cm−1) ' 0.4

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HyperspectralRTA

L. Strow

Non-LTEEmission

AIRS RTA andL1b Validation

Minor Gases

Dust:ScatteringApps

Climate withHyperspectralIR

ASL Climate with Hyperspectral IR

Can we use hyperspectral IR sensors for climate studies

Lot’s of issuesSampling errors with clear?How do climate with cloudy FOVS?Tie sensor’s radiometric cal (AIRS to IASI to CrIS)Minor gasesDifferent spectral response functions

We have sub-setted “clear” ocean-only FOVS since AIRSstarted operation. Now have 38 month data set (alwaysgrowing).

A quick look at what this data set sees:

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Page 61: Lessons Learned with the AIRS Hyperspectral Sensor · ASL Overview RTA update (SARTA/kCARTA) Non-LTE Clear sky Minor gases Progress on detecting, modeling mineral dust with ... ASL

HyperspectralRTA

L. Strow

Non-LTEEmission

AIRS RTA andL1b Validation

Minor Gases

Dust:ScatteringApps

Climate withHyperspectralIR

ASLBiases versus ECMWF have SST and TCW“retrieved”

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Page 62: Lessons Learned with the AIRS Hyperspectral Sensor · ASL Overview RTA update (SARTA/kCARTA) Non-LTE Clear sky Minor gases Progress on detecting, modeling mineral dust with ... ASL

HyperspectralRTA

L. Strow

Non-LTEEmission

AIRS RTA andL1b Validation

Minor Gases

Dust:ScatteringApps

Climate withHyperspectralIR

ASL Bias/Obs Differences, ∆t = 2 Years: Mid Lat

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Page 63: Lessons Learned with the AIRS Hyperspectral Sensor · ASL Overview RTA update (SARTA/kCARTA) Non-LTE Clear sky Minor gases Progress on detecting, modeling mineral dust with ... ASL

HyperspectralRTA

L. Strow

Non-LTEEmission

AIRS RTA andL1b Validation

Minor Gases

Dust:ScatteringApps

Climate withHyperspectralIR

ASLBias/Obs Differences, ∆t = 2 Years: MidLat:Zoom

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Page 64: Lessons Learned with the AIRS Hyperspectral Sensor · ASL Overview RTA update (SARTA/kCARTA) Non-LTE Clear sky Minor gases Progress on detecting, modeling mineral dust with ... ASL

HyperspectralRTA

L. Strow

Non-LTEEmission

AIRS RTA andL1b Validation

Minor Gases

Dust:ScatteringApps

Climate withHyperspectralIR

ASLBias/Obs Differences, ∆t = 2 Years: MidLat:Zoom

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Page 65: Lessons Learned with the AIRS Hyperspectral Sensor · ASL Overview RTA update (SARTA/kCARTA) Non-LTE Clear sky Minor gases Progress on detecting, modeling mineral dust with ... ASL

HyperspectralRTA

L. Strow

Non-LTEEmission

AIRS RTA andL1b Validation

Minor Gases

Dust:ScatteringApps

Climate withHyperspectralIR

ASL Bias/Obs Differences, ∆t = 2 Years: High Lat

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Page 66: Lessons Learned with the AIRS Hyperspectral Sensor · ASL Overview RTA update (SARTA/kCARTA) Non-LTE Clear sky Minor gases Progress on detecting, modeling mineral dust with ... ASL

HyperspectralRTA

L. Strow

Non-LTEEmission

AIRS RTA andL1b Validation

Minor Gases

Dust:ScatteringApps

Climate withHyperspectralIR

ASL Conclusion

Doing climate with hyperspectral sensors will require a lot ofwork, but we have the capability to produce an excellentradiometric record with AIRS.

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