scilov-10 validation of sciamachy limb operational no 2 product f. azam, k. weigel, ralf bauer, a....

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SCILOV-10 Validation of SCIAMACHY limb operational NO 2 product Azam, K. Weigel, Ralf Bauer, A. Rozanov, M. Weber, H. Bovensmann and J. P. Burrows ESA/ESRIN, Frascati, Italy 27-02-2014

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Page 1: SCILOV-10 Validation of SCIAMACHY limb operational NO 2 product F. Azam, K. Weigel, Ralf Bauer, A. Rozanov, M. Weber, H. Bovensmann and J. P. Burrows ESA/ESRIN,

SCILOV-10Validation of SCIAMACHY limb

operational NO2 product

F. Azam, K. Weigel, Ralf Bauer, A. Rozanov, M. Weber, H. Bovensmann and J. P. Burrows

ESA/ESRIN, Frascati, Italy27-02-2014

Page 2: SCILOV-10 Validation of SCIAMACHY limb operational NO 2 product F. Azam, K. Weigel, Ralf Bauer, A. Rozanov, M. Weber, H. Bovensmann and J. P. Burrows ESA/ESRIN,

Contents:

SCIAMACHY ESA vs IUP (datasets)

Validation Strategy

Validations:

ESA/DLR - IUP Inter-comparisons

Validation with occultation instruments

Validation with limb instrument OSIRIS

Conclusion/Outlook

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Page 3: SCILOV-10 Validation of SCIAMACHY limb operational NO 2 product F. Azam, K. Weigel, Ralf Bauer, A. Rozanov, M. Weber, H. Bovensmann and J. P. Burrows ESA/ESRIN,

ESA /DLR vs IUP NO2: main retrieval differences

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ESA/DLR IUPProcessors: Speed Optimized Precision optimized

Pre-processing no yes auxiliary spectral fits for each tangent height independently, (improves quality of spectra)

Spectral range 420-470 nm 420-450 nm

See for details; Rozanov et al, Atmos. Meas. Tech., 4, 1319–1359, 2011

Regularization Optimal regularization weak statistical parameter using L- curve regularization method (smoothness constrain)

* L-curve: too strong regularization with deteriorating vertical resolution and large smoothing errors

Page 4: SCILOV-10 Validation of SCIAMACHY limb operational NO 2 product F. Azam, K. Weigel, Ralf Bauer, A. Rozanov, M. Weber, H. Bovensmann and J. P. Burrows ESA/ESRIN,

Validation StrategySCIAMACHY limb coverage:

Profiles/day:1500 profiles for Aug 2002 - Apr 2012: above 4.5 million (a single measurement is performed for four azimuths of each limb state)

Data versions: ESA/DLR NO2 version 5.02 and IUP version 3.1

Sub-sampling:ESA SCIAMACHY Sub-sampling (allows for faster computation):

Distance between two profiles is set larger than 5000 km

A profile is not allowed in the same 5° latitude band as any of 26 profiles before

Each latitude band is limited to 20% more profiles than the average

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Page 5: SCILOV-10 Validation of SCIAMACHY limb operational NO 2 product F. Azam, K. Weigel, Ralf Bauer, A. Rozanov, M. Weber, H. Bovensmann and J. P. Burrows ESA/ESRIN,

Validation StrategySubsampling results in 3% of the entire datasets well distributed over all latitudes, longitudes and time

ESA – IUP Collocation criteria: time = 0.001 h, distance = 60 km

Reason: although same measurements but the determination of the horizontal positions of the tangent point is different for both datasets.

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Page 6: SCILOV-10 Validation of SCIAMACHY limb operational NO 2 product F. Azam, K. Weigel, Ralf Bauer, A. Rozanov, M. Weber, H. Bovensmann and J. P. Burrows ESA/ESRIN,

Statistics

5

Du

puy

et a

l. (2

00

9)

Mean relative difference

Standard deviation of the bias corrected difference

Standard error of the mean (too small to be visible on plots)

Results will be shown as profiles, annual cycles and time series comparisons for 30° latitude bins.

Page 7: SCILOV-10 Validation of SCIAMACHY limb operational NO 2 product F. Azam, K. Weigel, Ralf Bauer, A. Rozanov, M. Weber, H. Bovensmann and J. P. Burrows ESA/ESRIN,

ESA/DLR v5.02 – IUP v3.1

Page 8: SCILOV-10 Validation of SCIAMACHY limb operational NO 2 product F. Azam, K. Weigel, Ralf Bauer, A. Rozanov, M. Weber, H. Bovensmann and J. P. Burrows ESA/ESRIN,

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ESA/DLR vs IUP Profile comparisons

Tropics

Near global

NH mid lat.

SH mid lat.

NH high lat.

SH high lat.

meanrelative

differences

Page 9: SCILOV-10 Validation of SCIAMACHY limb operational NO 2 product F. Azam, K. Weigel, Ralf Bauer, A. Rozanov, M. Weber, H. Bovensmann and J. P. Burrows ESA/ESRIN,

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Annual cycle

90S to 60S60N to 90N

Annual cycles comparisons for high lat. show large differences in winter month

(low NO2 concentrations)

Page 10: SCILOV-10 Validation of SCIAMACHY limb operational NO 2 product F. Azam, K. Weigel, Ralf Bauer, A. Rozanov, M. Weber, H. Bovensmann and J. P. Burrows ESA/ESRIN,

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Time series30S to 30N

60N to 90N 90S to 60S

Page 11: SCILOV-10 Validation of SCIAMACHY limb operational NO 2 product F. Azam, K. Weigel, Ralf Bauer, A. Rozanov, M. Weber, H. Bovensmann and J. P. Burrows ESA/ESRIN,

ESA/DLR v5.02 – Occultation instruments

Page 12: SCILOV-10 Validation of SCIAMACHY limb operational NO 2 product F. Azam, K. Weigel, Ralf Bauer, A. Rozanov, M. Weber, H. Bovensmann and J. P. Burrows ESA/ESRIN,

Occultation instruments and their NO2 datasets:

ACE-FTS: version 3.0 (2002-2010)

HALOE: version 19 (2002-2005)

SAGE II: version 6.2 (2002-2005)

Note: SAGE II sunrise (SR) and sunset (SS) events are separately compared sunrise events suffer from instrumental problem (Bauer et al., 2012). The sunset events have a better quality but are mainly restricted to the northern mid and high latitudes

ESA – Occultation instruemnts Collocation criteria:

time = 6 h, distance = 1000 km

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Page 13: SCILOV-10 Validation of SCIAMACHY limb operational NO 2 product F. Azam, K. Weigel, Ralf Bauer, A. Rozanov, M. Weber, H. Bovensmann and J. P. Burrows ESA/ESRIN,

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Comparisons with occultation instruments

To Consider:

1)- Strong diurnal variation of NO2: pronounced at sunrise and sunset, SZA ≥ 90 largely effected

diurnal effect error

usually larger for occultation instruments below 25 km (e.g. Bauer et al., 2012McLinden et al., 2006)

a)- Changing illumination conditions (SZA) along the line of sight

b)- Different instruments measure at different SZA

Photochemical correction needed

Page 14: SCILOV-10 Validation of SCIAMACHY limb operational NO 2 product F. Azam, K. Weigel, Ralf Bauer, A. Rozanov, M. Weber, H. Bovensmann and J. P. Burrows ESA/ESRIN,

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Photochemical Correction Application:

Look up table with precalculated diurnal cycles provided by Chris McLinden, model from the University of California (McLinden et al, 2000, Prather 1992)

2 km vertical resolution and 2.5° latitude grid size.

For each collocation pair, matching geolocations and SZAs read in look- up-table

Calculation of scaling factors by dividing profile from look up table at SCIAMACHY SZA by the profile corresponding to the SZA of the other instrument

Scaling factors applied to the NO2 profile of the other instrument

Estimated errors introduced by this photochemical correction ~ 20% Bracher et al. 2005

Page 15: SCILOV-10 Validation of SCIAMACHY limb operational NO 2 product F. Azam, K. Weigel, Ralf Bauer, A. Rozanov, M. Weber, H. Bovensmann and J. P. Burrows ESA/ESRIN,

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To Consider:

2)- Avoid comparison of profiles at different vortex conditions and air masses Strong horizontal gradients at the edge of the polar vortex

Modified potential vorticity (MPV) calculated from ECMWF-Interim

Profiles polewards of 35° latitude are excluded, if:

- the MPV is > 30 and < 40 PVU (vortex edge)

- their MPV differs by more than 3 PVU

Page 16: SCILOV-10 Validation of SCIAMACHY limb operational NO 2 product F. Azam, K. Weigel, Ralf Bauer, A. Rozanov, M. Weber, H. Bovensmann and J. P. Burrows ESA/ESRIN,

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ESA/DLR vs Occultation profile comparisons

Page 17: SCILOV-10 Validation of SCIAMACHY limb operational NO 2 product F. Azam, K. Weigel, Ralf Bauer, A. Rozanov, M. Weber, H. Bovensmann and J. P. Burrows ESA/ESRIN,

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ESA/DLR vs Occultation profile comparisons

Page 18: SCILOV-10 Validation of SCIAMACHY limb operational NO 2 product F. Azam, K. Weigel, Ralf Bauer, A. Rozanov, M. Weber, H. Bovensmann and J. P. Burrows ESA/ESRIN,

ESA/DLR v5.02 – OSIRIS

Page 19: SCILOV-10 Validation of SCIAMACHY limb operational NO 2 product F. Azam, K. Weigel, Ralf Bauer, A. Rozanov, M. Weber, H. Bovensmann and J. P. Burrows ESA/ESRIN,

OSIRIS version 3.0 is used.

OSIRIS coverage is near global with the exception of the winter hemispheres

ESA –OSIRIS Collocation criteria:

time = 12 h, distance = 1000 km (OSIRIS performs measurements in a sun-synchronous orbit with an equator crossing time of the ascending node at 18:00 local solar time)

Note: Based on OSIRIS comparisons with other instruments, the precision of OSIRIS NO2 measurements is observed to be16% for 15–25 km and 6% between 25 and 35 kmReference: (http://osirus.usask.ca/?q=node/245)

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Page 20: SCILOV-10 Validation of SCIAMACHY limb operational NO 2 product F. Azam, K. Weigel, Ralf Bauer, A. Rozanov, M. Weber, H. Bovensmann and J. P. Burrows ESA/ESRIN,

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ESA/DLR vs OSIRIS profile comparisons

Tropics

Near global

NH mid lat.

SH mid lat.

NH high lat.

SH high lat.

meanrelative

differences

Page 21: SCILOV-10 Validation of SCIAMACHY limb operational NO 2 product F. Azam, K. Weigel, Ralf Bauer, A. Rozanov, M. Weber, H. Bovensmann and J. P. Burrows ESA/ESRIN,

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Time series30S to 30N

60N to 90N 90S to 60S

Page 22: SCILOV-10 Validation of SCIAMACHY limb operational NO 2 product F. Azam, K. Weigel, Ralf Bauer, A. Rozanov, M. Weber, H. Bovensmann and J. P. Burrows ESA/ESRIN,

Summary time series plots

Page 23: SCILOV-10 Validation of SCIAMACHY limb operational NO 2 product F. Azam, K. Weigel, Ralf Bauer, A. Rozanov, M. Weber, H. Bovensmann and J. P. Burrows ESA/ESRIN,

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Tropics

Time series

Page 24: SCILOV-10 Validation of SCIAMACHY limb operational NO 2 product F. Azam, K. Weigel, Ralf Bauer, A. Rozanov, M. Weber, H. Bovensmann and J. P. Burrows ESA/ESRIN,

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NH high lat.

Time series

Page 25: SCILOV-10 Validation of SCIAMACHY limb operational NO 2 product F. Azam, K. Weigel, Ralf Bauer, A. Rozanov, M. Weber, H. Bovensmann and J. P. Burrows ESA/ESRIN,

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SH high lat.

Time series

Page 26: SCILOV-10 Validation of SCIAMACHY limb operational NO 2 product F. Azam, K. Weigel, Ralf Bauer, A. Rozanov, M. Weber, H. Bovensmann and J. P. Burrows ESA/ESRIN,

ConclusionsESA-IUPLarge differences observed in the high latitude winter, elsewhere agreement within a few percentsRetrieval differences (regularization) probable cause of the differences

ESA-Occultation

25–35 km:-

ACE-FTS ~10% , HALOE ~15% and SAGE II ~20% on the average

20 -25 km:- differences with the instruments may approach 50%.

Below 20 km and above 40 km: large biases observed

Diurnal effect error a potential dominant source of differences below 25

ESA-OSIRIS

Good agreement within the precision limit of OSIRIS

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Page 27: SCILOV-10 Validation of SCIAMACHY limb operational NO 2 product F. Azam, K. Weigel, Ralf Bauer, A. Rozanov, M. Weber, H. Bovensmann and J. P. Burrows ESA/ESRIN,

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Outlook/Recommendations

For ESA/DLR limb NO2, retireval should be precision optimized, studies on the choice of photochemical correction should be part of future validation activities

Page 28: SCILOV-10 Validation of SCIAMACHY limb operational NO 2 product F. Azam, K. Weigel, Ralf Bauer, A. Rozanov, M. Weber, H. Bovensmann and J. P. Burrows ESA/ESRIN,

Extra Slides

Page 29: SCILOV-10 Validation of SCIAMACHY limb operational NO 2 product F. Azam, K. Weigel, Ralf Bauer, A. Rozanov, M. Weber, H. Bovensmann and J. P. Burrows ESA/ESRIN,

NH mid.lat

Time series

Page 30: SCILOV-10 Validation of SCIAMACHY limb operational NO 2 product F. Azam, K. Weigel, Ralf Bauer, A. Rozanov, M. Weber, H. Bovensmann and J. P. Burrows ESA/ESRIN,

SH mid lat.

Time series

Page 31: SCILOV-10 Validation of SCIAMACHY limb operational NO 2 product F. Azam, K. Weigel, Ralf Bauer, A. Rozanov, M. Weber, H. Bovensmann and J. P. Burrows ESA/ESRIN,

ResultsProfile comparisons: mean relative differences plots with the standard deviation of the bias corrected differences for 20-35 km

Annual cycles:annual cycle vs altitude plots as monthly mean absolute amounts, monthy mean percental difference and the monthly mean percental differences for selected altitudes (20, 24, 27 and 31 km)

Time Series:compared for 20–35 km on a monthly grid. For the selected altitudes (20, 24, 27 and 31 km), comparisons carried out on 30 days running averages if more than 10 collocations are found

Page 32: SCILOV-10 Validation of SCIAMACHY limb operational NO 2 product F. Azam, K. Weigel, Ralf Bauer, A. Rozanov, M. Weber, H. Bovensmann and J. P. Burrows ESA/ESRIN,

Photochemical correction effect: Mean latitude-altitude cross section (monthly averages in 10° bins)

Page 33: SCILOV-10 Validation of SCIAMACHY limb operational NO 2 product F. Azam, K. Weigel, Ralf Bauer, A. Rozanov, M. Weber, H. Bovensmann and J. P. Burrows ESA/ESRIN,

Mean latitude-altitude cross section (monthly averages in 10° bins)

MPV criteria effect: