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SMOS & Aquarius science workshop 16 April 2013 The detectable Errors in Aquarius from Inter-Beam Comparisons Hsun-Ying Kao and Gary Lagerloef Earth and Space Research, Seattle WA, USA

The detectable Errors in Aquarius from Inter-Beam …The inter-beam comparisons help us find out the anomalous values among the three beams. It helps us to make the plots better, but

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Page 1: The detectable Errors in Aquarius from Inter-Beam …The inter-beam comparisons help us find out the anomalous values among the three beams. It helps us to make the plots better, but

SMOS & Aquarius science workshop 16 April 2013

The detectable Errors in Aquarius from Inter-Beam ComparisonsHsun-Ying Kao and Gary LagerloefEarth and Space Research, Seattle WA, USA

Page 2: The detectable Errors in Aquarius from Inter-Beam …The inter-beam comparisons help us find out the anomalous values among the three beams. It helps us to make the plots better, but

Outlines Key: Aquarius is designed to have three horns

observing the SSS at the same

Tasks: Inter-beam comparisons with be investigating in L2 and L3 in this study

Goal: identify the anomalous values among the three beams comparisons

Results: smooth and improve the salinity maps without using climatology product.

4/16/13SMOS & Aquarius Science Workshop 2

Page 3: The detectable Errors in Aquarius from Inter-Beam …The inter-beam comparisons help us find out the anomalous values among the three beams. It helps us to make the plots better, but

Salinity values of 3 beams in 1 orbit

4/16/13SMOS & Aquarius Science Workshop 3

• Aquarius shows high frequency noise

• The 3 beams can show small-scale (short-wave) different SSS due to the geographic location

• For large-scale (long-wave), the 3 beams should have the same variations. With few exceptions.

Page 4: The detectable Errors in Aquarius from Inter-Beam …The inter-beam comparisons help us find out the anomalous values among the three beams. It helps us to make the plots better, but

STEP1: Remove the very high-frequency variance (<10 footprints)

4/16/13SMOS & Aquarius Science Workshop 4

STEP2: keep the variance around hundred kilometers, which is around the distance among the three horns.

Page 5: The detectable Errors in Aquarius from Inter-Beam …The inter-beam comparisons help us find out the anomalous values among the three beams. It helps us to make the plots better, but

One-week of Aquarius salinity in SPURS regionL2 (orbit) and L3 (contour)

4/16/13SMOS & Aquarius Science Workshop 5

Small segments of anomalous SSS, are they signals or noise?

Page 6: The detectable Errors in Aquarius from Inter-Beam …The inter-beam comparisons help us find out the anomalous values among the three beams. It helps us to make the plots better, but

One-day accumulated precipitation on 8/29/2012Aquarius orbit and CMORPH precipitation (contour)

4/16/13SMOS & Aquarius Science Workshop 6

-Aquarius is capable of catching the freshening by precipitation, although we don’t know yet how much is real rainfall signal and how much is biased by rain-It’s important to recognize these regional anomalies are not part of the bias when we try to do the gridding.

Page 7: The detectable Errors in Aquarius from Inter-Beam …The inter-beam comparisons help us find out the anomalous values among the three beams. It helps us to make the plots better, but

STEP3: unify the large-scale variations in three beams

4/16/13SMOS & Aquarius Science Workshop 7

Climate system

Page 8: The detectable Errors in Aquarius from Inter-Beam …The inter-beam comparisons help us find out the anomalous values among the three beams. It helps us to make the plots better, but

Large-scale SSS differences in three beams (psu) – What’s been removed

4/16/13SMOS & Aquarius Science Workshop 8

Aquarius V2.0

HYCOM

Page 9: The detectable Errors in Aquarius from Inter-Beam …The inter-beam comparisons help us find out the anomalous values among the three beams. It helps us to make the plots better, but

4/16/13SMOS & Aquarius Science Workshop 9

Original V2.0V2.0 with longwave inter-beam bias removed

The streakiness is removed but we still keep detailed structures.

Results: Salinity maps before and after the long-wave inter-beam bias removal

Page 10: The detectable Errors in Aquarius from Inter-Beam …The inter-beam comparisons help us find out the anomalous values among the three beams. It helps us to make the plots better, but

4/16/13SMOS & Aquarius Science Workshop 10The streakiness is removed but we still see tropical instability waves.

Results: Salinity maps before and after the long-wave inter-beam bias removal in eastern Pacific

Before longwave inter-beam bias removed

After longwave inter-beam bias removed

Page 11: The detectable Errors in Aquarius from Inter-Beam …The inter-beam comparisons help us find out the anomalous values among the three beams. It helps us to make the plots better, but

Inter-beam comparison on L3 - Ascending minus descending

4/16/13SMOS & Aquarius Science Workshop 11

Page 12: The detectable Errors in Aquarius from Inter-Beam …The inter-beam comparisons help us find out the anomalous values among the three beams. It helps us to make the plots better, but

Beam 1 (des) Beam 2 (des) Beam 3 (des)

Beam 1 (asc)

Beam 2 (asc)

Beam 3 (asc)

Ascending minus descending among all three beams

4/16/13SMOS & Aquarius Science Workshop 12

Page 13: The detectable Errors in Aquarius from Inter-Beam …The inter-beam comparisons help us find out the anomalous values among the three beams. It helps us to make the plots better, but

SSS - ascending minus descendingSeptember in 2011 and 2012

4/16/13SMOS & Aquarius Science Workshop 13

September 2011 September 2012

The ascending minus descending differences vary from month to month, but high similarities can be observed in the same calendar months.

Page 14: The detectable Errors in Aquarius from Inter-Beam …The inter-beam comparisons help us find out the anomalous values among the three beams. It helps us to make the plots better, but

SSS - ascending minus descendingOctober in 2011 and 2012

4/16/13SMOS & Aquarius Science Workshop 14

October 2011 October 2012

Page 15: The detectable Errors in Aquarius from Inter-Beam …The inter-beam comparisons help us find out the anomalous values among the three beams. It helps us to make the plots better, but

SSS - ascending minus descendingNovember in 2011 and 2012

4/16/13SMOS & Aquarius Science Workshop 15

November 2011 November 2012

Page 16: The detectable Errors in Aquarius from Inter-Beam …The inter-beam comparisons help us find out the anomalous values among the three beams. It helps us to make the plots better, but

SSS - ascending minus descendingDecember in 2011 and 2012

4/16/13SMOS & Aquarius Science Workshop 16

December 2011 December 2012

Page 17: The detectable Errors in Aquarius from Inter-Beam …The inter-beam comparisons help us find out the anomalous values among the three beams. It helps us to make the plots better, but

SSS - ascending minus descendingJanuary in 2012 and 2013

4/16/13SMOS & Aquarius Science Workshop 17

January 2012 January 2013

Beam1 descending

The more detailed SSS differences can be calculated from crossover difference on L2 data.

Page 18: The detectable Errors in Aquarius from Inter-Beam …The inter-beam comparisons help us find out the anomalous values among the three beams. It helps us to make the plots better, but

SSS - ascending minus descendingFebruary in 2012 and 2013

4/16/13SMOS & Aquarius Science Workshop 18

February 2012 February 2013

Beam1 descending

The more detailed SSS differences can be calculated from crossover difference on L2 data.

Page 19: The detectable Errors in Aquarius from Inter-Beam …The inter-beam comparisons help us find out the anomalous values among the three beams. It helps us to make the plots better, but

Summary The inter-beam comparisons help us find out the

anomalous values among the three beams. It helps us to make the plots better, but the correction should be done in L1.

This study helps to understand how bias may look likeand to further find out the possible sources of thesedifferences.

The regional rain events can be well captured by Aquarius, although the actual SSS value still needs further calibration

4/16/13SMOS & Aquarius Science Workshop 19