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Preliminary study of multi-year ocean salinity trends with merged Aquarius and SMOS data. Gary Lagerloef and Hsun-Ying Kao Earth & Space Research Seattle, USA

Preliminary study of multi-year ocean salinity trends with ... · Preliminary study of multi-year ocean salinity trends with merged Aquarius and SMOS data. Gary Lagerloef and Hsun-Ying

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Page 1: Preliminary study of multi-year ocean salinity trends with ... · Preliminary study of multi-year ocean salinity trends with merged Aquarius and SMOS data. Gary Lagerloef and Hsun-Ying

Preliminary study of multi-year ocean salinity trends with merged Aquarius and SMOS data.

Gary Lagerloef and Hsun-Ying Kao Earth & Space Research Seattle, USA

Page 2: Preliminary study of multi-year ocean salinity trends with ... · Preliminary study of multi-year ocean salinity trends with merged Aquarius and SMOS data. Gary Lagerloef and Hsun-Ying

2 of 12 Buenos Aires, 18 November 2015

10th Aquarius/SAC-D Science Meeting Lagerloef: Analysis of SSS trends

Purpose of this Presentation

•  A major science objective is to build a long term satellite salinity climate data record (CDR) to measure climatic trends in ocean salinity and marine water cycle.

–  Requires decadal measurement records; long-term calibration stability.

–  Stretches the present data to its limits.

•  What trends are observable with our present satellite record ?

Page 3: Preliminary study of multi-year ocean salinity trends with ... · Preliminary study of multi-year ocean salinity trends with merged Aquarius and SMOS data. Gary Lagerloef and Hsun-Ying

3 of 12 Buenos Aires, 18 November 2015

10th Aquarius/SAC-D Science Meeting Lagerloef: Analysis of SSS trends

Objective: Detect SSS Trends

•  Analyse for trends in current satellite SSS data records.

•  Very preliminary results are presented here.

•  Question: What trends are detectable in the current data sets?

•  A null result is meaningful.

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4 of 12 Buenos Aires, 18 November 2015

10th Aquarius/SAC-D Science Meeting Lagerloef: Analysis of SSS trends

1.  Aquarius V3.4 test run for V4.0; Standard monthly L3 fields

2.  Aquarius OISSS from U. Hawaii; large-scale biased adjusted with Argo fields (Melnichenko et al 2015, submitted JGR). http://apdrc.soest.hawaii.edu/datadoc/oisss.php

3.  SMOS CATDS CEC-LOCEAN v2013 L3 product

All fields are interpolated to 1°x1° monthly grid

Time Intervals: Sep 2011 – Jan 2015; Aquarius/SMOS overlap Jan 2010 – Jan 2015; SMOS

Data Sets Used

Page 5: Preliminary study of multi-year ocean salinity trends with ... · Preliminary study of multi-year ocean salinity trends with merged Aquarius and SMOS data. Gary Lagerloef and Hsun-Ying

5 of 12 Buenos Aires, 18 November 2015

10th Aquarius/SAC-D Science Meeting Lagerloef: Analysis of SSS trends

Global EOFs

Aquarius V3.4 test run for V4.0

EOFs 1 & 2: Seasonal cycle EOF 3: Trend EOF4: Semi-annual cycle

Page 6: Preliminary study of multi-year ocean salinity trends with ... · Preliminary study of multi-year ocean salinity trends with merged Aquarius and SMOS data. Gary Lagerloef and Hsun-Ying

6 of 12 Buenos Aires, 18 November 2015

10th Aquarius/SAC-D Science Meeting Lagerloef: Analysis of SSS trends

Anomaly EOFs

Aquarius V3.4 test run for V4.0

Seasonal cycle removed EOF 1: Trend EOFs 2, 3, 4: inter-annual modes

The trend becomes the dominant mode, after removing the seasonal climatology.

Page 7: Preliminary study of multi-year ocean salinity trends with ... · Preliminary study of multi-year ocean salinity trends with merged Aquarius and SMOS data. Gary Lagerloef and Hsun-Ying

7 of 12 Buenos Aires, 18 November 2015

10th Aquarius/SAC-D Science Meeting Lagerloef: Analysis of SSS trends

Anomaly EOFs

Aquarius OISSS; Bias Adjusted with Argo

Similar result with the Aquarius OISSS data. The trend remains the dominant anomaly EOF mode. The OISSS bias adjustment does not alter this dominant pattern.

Page 8: Preliminary study of multi-year ocean salinity trends with ... · Preliminary study of multi-year ocean salinity trends with merged Aquarius and SMOS data. Gary Lagerloef and Hsun-Ying

8 of 12 Buenos Aires, 18 November 2015

10th Aquarius/SAC-D Science Meeting Lagerloef: Analysis of SSS trends

Anomaly EOF 1

Aquarius OISSS

The dominant trend pattern is freshening along a band in the SW Tropical Pacific. It reveals the ENSO-related SSS evolution between late 2011 and the present.

Page 9: Preliminary study of multi-year ocean salinity trends with ... · Preliminary study of multi-year ocean salinity trends with merged Aquarius and SMOS data. Gary Lagerloef and Hsun-Ying

9 of 12 Buenos Aires, 18 November 2015

10th Aquarius/SAC-D Science Meeting Lagerloef: Analysis of SSS trends

Evolu&on  of  Pacific  NINO  SST  Indices  

-  Nino 3.4, Nino 3 and Nino 1+2 indices exceeded 2.°C in Aug. 2015.

-  Nino3.4 = 2 oC in Aug. 2015 and ranks the warmest August since 1982.

-  Compared with last August, the central-eastern equatorial Pacific and the central and southern American coast were warmer in August 2015.

9

http://www.cpc.ncep.noaa.gov/products/GODAS/ 10 September 2015

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10 of 12 Buenos Aires, 18 November 2015

10th Aquarius/SAC-D Science Meeting Lagerloef: Analysis of SSS trends

SMOS Data Inclusion

1.  The analyses above apply the two Aquarius monthly SSS fields.

2.  Now, we introduce SMOS CATDS CEC-LOCEAN v2013.

Time Intervals: Sep 2011 – Jan 2015; Aquarius/SMOS overlap Jan 2010 – Jan 2015; SMOS

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11 of 12 Buenos Aires, 18 November 2015

10th Aquarius/SAC-D Science Meeting Lagerloef: Analysis of SSS trends

SMOS Data Inclusion

Pre Aquarius Note gap in NE Atlantic

SMOS Aquarius Overlap

Ignore SMOS prior to July 2010 (advice of J. Boutin and N. Reul)

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12 of 12 Buenos Aires, 18 November 2015

10th Aquarius/SAC-D Science Meeting Lagerloef: Analysis of SSS trends

SMOS Data Inclusion

Very similar to the Aquarius results during the overlap time period. Annual cycle dominates. The trend is in EOF3

Page 13: Preliminary study of multi-year ocean salinity trends with ... · Preliminary study of multi-year ocean salinity trends with merged Aquarius and SMOS data. Gary Lagerloef and Hsun-Ying

13 of 12 Buenos Aires, 18 November 2015

10th Aquarius/SAC-D Science Meeting Lagerloef: Analysis of SSS trends

SMOS Data Inclusion

The trend is still evident in EOF3, but there is anomalous spike in 2010. Annual cycle still dominates EOFs 1 & 2.

Page 14: Preliminary study of multi-year ocean salinity trends with ... · Preliminary study of multi-year ocean salinity trends with merged Aquarius and SMOS data. Gary Lagerloef and Hsun-Ying

14 of 12 Buenos Aires, 18 November 2015

10th Aquarius/SAC-D Science Meeting Lagerloef: Analysis of SSS trends

SMOS Anomaly EOFs

SMOS 5-year Record

The anomaly trend is still dominant in EOF1 in later years, while there was more anomalous activity in 2010, indicating the trend was part of a cycle [ENSO].

Page 15: Preliminary study of multi-year ocean salinity trends with ... · Preliminary study of multi-year ocean salinity trends with merged Aquarius and SMOS data. Gary Lagerloef and Hsun-Ying

15 of 12 Buenos Aires, 18 November 2015

10th Aquarius/SAC-D Science Meeting Lagerloef: Analysis of SSS trends

Summary

•  A secular SSS trend is resolved in the EOF analyses of satellite data during recent years.

•  The pattern appears to be linked ENSO variability in the western tropical Pacific.

•  Extended observations will be needed to filter seasonal and inter-annual climate variability and resolve long-term climate changes in the ocean; at least a few ENSO cycles.

•  Decadal variability will appear as trends in such analyses.

Page 16: Preliminary study of multi-year ocean salinity trends with ... · Preliminary study of multi-year ocean salinity trends with merged Aquarius and SMOS data. Gary Lagerloef and Hsun-Ying

16 of 12 Buenos Aires, 18 November 2015

10th Aquarius/SAC-D Science Meeting Lagerloef: Analysis of SSS trends

Work in Progress

•  Update this analysis with latest SMOS and Aquarius data versions; add preliminary SMAP-SSS retrievals (April 2015 and onward).

•  Regression analysis with ENSO indices to filter ENSO-scale variability in the western tropical Pacific.

•  Evaluate methods to seamlessly merge the different satellite data sets into a common, extended, time series.

•  Advocate for follow-on satellite observations; expand the measurement parameter baseline [sea ice, terrestrial hydrology, river input, etc.]

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17 of 12 Buenos Aires, 18 November 2015

10th Aquarius/SAC-D Science Meeting Lagerloef: Analysis of SSS trends

Preliminary study of multi-year ocean salinity trends with merged

SMOS and Aquarius data. Gary Lagerloef and Hsun-Ying Kao

Earth & Space Research

Seattle, USA