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Aquarius Data on Carbon and Water Changes W. Timothy Liu and Xiaosu Xie Jet Propulsion Laboratory Ocean as source and sink of greenhouse gas Ocean’s changes in biochemistry and dynamics Salinity as a rain-gauge and mixing indicator

Aquarius Data on Carbon and Water Changes · Jet Propulsion Laboratory Ocean as source and sink of greenhouse gas Ocean’s changes in biochemistry and dynamics Salinity as a rain-gauge

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Page 1: Aquarius Data on Carbon and Water Changes · Jet Propulsion Laboratory Ocean as source and sink of greenhouse gas Ocean’s changes in biochemistry and dynamics Salinity as a rain-gauge

Aquarius Data on Carbon and Water Changes

W. Timothy Liu and Xiaosu XieJet Propulsion Laboratory

�Ocean as source and sink of greenhouse gas�Ocean’s changes in biochemistry and dynamics�Salinity as a rain-gauge and mixing indicator

Page 2: Aquarius Data on Carbon and Water Changes · Jet Propulsion Laboratory Ocean as source and sink of greenhouse gas Ocean’s changes in biochemistry and dynamics Salinity as a rain-gauge

The air-sea exchange in CO2 (F) is

Page 3: Aquarius Data on Carbon and Water Changes · Jet Propulsion Laboratory Ocean as source and sink of greenhouse gas Ocean’s changes in biochemistry and dynamics Salinity as a rain-gauge

� The variation of pCO2air is much smaller than pCO2sea� k is modeled in term of wind speed, but stress and roughness are what really counts.� Scatterometer measures roughness and turbulent (stress and transfer velocity).� Many recent cruises measured pCO2sea, adding to past WOCE and JGOLF data, but still no sufficient coverage.

Page 4: Aquarius Data on Carbon and Water Changes · Jet Propulsion Laboratory Ocean as source and sink of greenhouse gas Ocean’s changes in biochemistry and dynamics Salinity as a rain-gauge

Compiled from SOCAT+all other sources through CDIAC

We have collected 206,265 daily data points collocated with space data

Page 5: Aquarius Data on Carbon and Water Changes · Jet Propulsion Laboratory Ocean as source and sink of greenhouse gas Ocean’s changes in biochemistry and dynamics Salinity as a rain-gauge

Relation between pCO2sea and other parameters are developed with co-incident measurements on cruises

Stephen et al. (1995)-9 cruises in Pacific in 6 yearsGoyet et al. (1998) Arabian SeaHood et al. (1999) Greenland SeaNelson et al. (2001) Sargasso SeaCosca et al. (2001) Equatorial PacificZhu et al. (2009) South China SeaPadin et al. (2009) Biscay Bay

The drivers (temperature, salinity, productivity, and mixing) are only seasonally and regionally significant.

Page 6: Aquarius Data on Carbon and Water Changes · Jet Propulsion Laboratory Ocean as source and sink of greenhouse gas Ocean’s changes in biochemistry and dynamics Salinity as a rain-gauge

�Statistical model was developed using support vector regression�Input (3-day): sin(day), cos(day), lat, sin(lon), cos(lon), SST (AMSR-E) , Chl-a (SeaWiFS+MODIS TERRA+MODIS Aqua), SSS (Levitus climatology), Mixed layer depth (GODAS).�206265 data groups found 2002-201040,000 randomly selected for training and 40,000 for validation�Output: 9 year pCO2sea at 0.5�, 3-day resolution

Page 7: Aquarius Data on Carbon and Water Changes · Jet Propulsion Laboratory Ocean as source and sink of greenhouse gas Ocean’s changes in biochemistry and dynamics Salinity as a rain-gauge

b

a

Derived data pick up well-known seasonal cycles, El Nino and PDO signals

Global validation

Page 8: Aquarius Data on Carbon and Water Changes · Jet Propulsion Laboratory Ocean as source and sink of greenhouse gas Ocean’s changes in biochemistry and dynamics Salinity as a rain-gauge

Ocean Chemistry Handbooks have formula of pCO2 as functions of dissolved inorganic carbon and akalinity, which are, in turn, functions of temperature and salinity.Four months of 3-day averaged Aquarius data are used to examine the relation between salinity and pCO2

Page 9: Aquarius Data on Carbon and Water Changes · Jet Propulsion Laboratory Ocean as source and sink of greenhouse gas Ocean’s changes in biochemistry and dynamics Salinity as a rain-gauge

8/28-12/31/2011, 3 day averages, total records 42

Black lines are 95% confidence level (0.3)

Page 10: Aquarius Data on Carbon and Water Changes · Jet Propulsion Laboratory Ocean as source and sink of greenhouse gas Ocean’s changes in biochemistry and dynamics Salinity as a rain-gauge
Page 11: Aquarius Data on Carbon and Water Changes · Jet Propulsion Laboratory Ocean as source and sink of greenhouse gas Ocean’s changes in biochemistry and dynamics Salinity as a rain-gauge
Page 12: Aquarius Data on Carbon and Water Changes · Jet Propulsion Laboratory Ocean as source and sink of greenhouse gas Ocean’s changes in biochemistry and dynamics Salinity as a rain-gauge

pCO2sea & SST 2N

SSS & SST

Page 13: Aquarius Data on Carbon and Water Changes · Jet Propulsion Laboratory Ocean as source and sink of greenhouse gas Ocean’s changes in biochemistry and dynamics Salinity as a rain-gauge

pCO2sea & SST Chl-a & SST

SSS & SST SST

Page 14: Aquarius Data on Carbon and Water Changes · Jet Propulsion Laboratory Ocean as source and sink of greenhouse gas Ocean’s changes in biochemistry and dynamics Salinity as a rain-gauge

pCO2sea Chl-a SST SSS 7N

Page 15: Aquarius Data on Carbon and Water Changes · Jet Propulsion Laboratory Ocean as source and sink of greenhouse gas Ocean’s changes in biochemistry and dynamics Salinity as a rain-gauge

• Aquarius was promoted as an ocean rain-gauge• Direct relation between rain and salinity is difficult todiscern because of ocean mixing/transport

• CMORPH high frequency (3-hourly) rain data are correlated to Aquarius salinity

Page 16: Aquarius Data on Carbon and Water Changes · Jet Propulsion Laboratory Ocean as source and sink of greenhouse gas Ocean’s changes in biochemistry and dynamics Salinity as a rain-gauge
Page 17: Aquarius Data on Carbon and Water Changes · Jet Propulsion Laboratory Ocean as source and sink of greenhouse gas Ocean’s changes in biochemistry and dynamics Salinity as a rain-gauge

3 hour 30 day

Correlation between salinity and accumulated rain

Page 18: Aquarius Data on Carbon and Water Changes · Jet Propulsion Laboratory Ocean as source and sink of greenhouse gas Ocean’s changes in biochemistry and dynamics Salinity as a rain-gauge
Page 19: Aquarius Data on Carbon and Water Changes · Jet Propulsion Laboratory Ocean as source and sink of greenhouse gas Ocean’s changes in biochemistry and dynamics Salinity as a rain-gauge

Courtesy of Ping-ping Xie

10S=10N,180-160W

Page 20: Aquarius Data on Carbon and Water Changes · Jet Propulsion Laboratory Ocean as source and sink of greenhouse gas Ocean’s changes in biochemistry and dynamics Salinity as a rain-gauge

backup

Page 21: Aquarius Data on Carbon and Water Changes · Jet Propulsion Laboratory Ocean as source and sink of greenhouse gas Ocean’s changes in biochemistry and dynamics Salinity as a rain-gauge
Page 22: Aquarius Data on Carbon and Water Changes · Jet Propulsion Laboratory Ocean as source and sink of greenhouse gas Ocean’s changes in biochemistry and dynamics Salinity as a rain-gauge

Annual cycle

�SST dominates pCO2w in

subtropics

�Chl-a dominates pCO2w in

subarctic oceans

�Small annual variations in

tropics

pCO2w derived from, SST, MLD, SSS, Chl-a

(c) Equatorial Central Pacific

(a) Subtropical North Pacific (b) Subarctic Pacific

Comparing seasonal variations with drivers

Page 23: Aquarius Data on Carbon and Water Changes · Jet Propulsion Laboratory Ocean as source and sink of greenhouse gas Ocean’s changes in biochemistry and dynamics Salinity as a rain-gauge

Equatorial Central Pacific

Showing El Nino signals

Page 24: Aquarius Data on Carbon and Water Changes · Jet Propulsion Laboratory Ocean as source and sink of greenhouse gas Ocean’s changes in biochemistry and dynamics Salinity as a rain-gauge

(a)

(b)

Showing El Nino signals

Equatorial Central/Eastern Pacific

Equatorial Western Pacific

Page 25: Aquarius Data on Carbon and Water Changes · Jet Propulsion Laboratory Ocean as source and sink of greenhouse gas Ocean’s changes in biochemistry and dynamics Salinity as a rain-gauge

California Coast, Pacific

East of Grand Banks, Atlantic

Page 26: Aquarius Data on Carbon and Water Changes · Jet Propulsion Laboratory Ocean as source and sink of greenhouse gas Ocean’s changes in biochemistry and dynamics Salinity as a rain-gauge

Center of cyclonic currents

BTM 64.2W, 31.75N

MOSEAN/WHOTS 158.05W, 22.85N

PIRATA 10W, 6S STRATUS 85.53W, 19.7S

Time series comparison at ocean stations