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The influence of cloud-sea ice interaction on the Arctic surface energy budget Patrick C. Taylor Research Scientist Science Directorate, Climate Science Branch CERES Science Team Meeting 2016 Radiation Budget Workshop ECMWF, Reading October 21, 2016 Acknowledgements: Seiji Kato (LaRC), Kuan-Man Xu (LaRC) Brad Hegyi (NPP), Robyn Boeke (SSAI), and Ming Cai (FSU)

The influence of cloud-sea ice interaction on the Arctic ... · Science Directorate, Climate Science Branch CERES Science Team Meeting 2016 Radiation Budget Workshop ECMWF, Reading

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Page 1: The influence of cloud-sea ice interaction on the Arctic ... · Science Directorate, Climate Science Branch CERES Science Team Meeting 2016 Radiation Budget Workshop ECMWF, Reading

The influence of cloud-sea ice interaction on the Arctic surface energy budget Patrick C. TaylorResearch ScientistScience Directorate, Climate Science Branch

CERES Science Team Meeting2016 Radiation Budget WorkshopECMWF, ReadingOctober 21, 2016

Acknowledgements: Seiji Kato (LaRC), Kuan-Man Xu (LaRC), Brad Hegyi (NPP), Robyn Boeke (SSAI), and Ming Cai (FSU)

Page 2: The influence of cloud-sea ice interaction on the Arctic ... · Science Directorate, Climate Science Branch CERES Science Team Meeting 2016 Radiation Budget Workshop ECMWF, Reading
Page 3: The influence of cloud-sea ice interaction on the Arctic ... · Science Directorate, Climate Science Branch CERES Science Team Meeting 2016 Radiation Budget Workshop ECMWF, Reading
Page 4: The influence of cloud-sea ice interaction on the Arctic ... · Science Directorate, Climate Science Branch CERES Science Team Meeting 2016 Radiation Budget Workshop ECMWF, Reading
Page 5: The influence of cloud-sea ice interaction on the Arctic ... · Science Directorate, Climate Science Branch CERES Science Team Meeting 2016 Radiation Budget Workshop ECMWF, Reading
Page 6: The influence of cloud-sea ice interaction on the Arctic ... · Science Directorate, Climate Science Branch CERES Science Team Meeting 2016 Radiation Budget Workshop ECMWF, Reading
Page 7: The influence of cloud-sea ice interaction on the Arctic ... · Science Directorate, Climate Science Branch CERES Science Team Meeting 2016 Radiation Budget Workshop ECMWF, Reading

60S 30S 0 30N 60N−4

−2

0

2

4

6

8

10

12

14

16

Latitude

Nor

mal

ized

Sur

face

Te

mpe

ratu

re C

hang

e

ACCESS1−0ACCESS1−3bcc−csm1−1BNU−ESMCanESM2CCSM4CESM1−BGCCESM1−CAM5CMCC−CESMCMCC−CMCMCC−CMSCNRM−CM5CSIRO−Mk3−6−0FGOALS−g2FIO−ESMGFDL−CM3GFDL−ESM2GGFDL−ESM2MGISS−E2−HGISS−E2−H−CCGISS−E2−RGISS−E2−R−CCHadGEM2−AOHadGEM2−CCinmcm4IPSL−CM5A−LRIPSL−CM5A−MRIPSL−CM5B−LRMIROC5MIROC−ESMMIROC−ESM−CHEMMPI−ESM−LRMPI−ESM−MRMRI−CGCM3NorESM1−MNorESM1−ME

Credit: Noel Baker

Projected  Surface  tempe

rature  

change  (K

;  2080s  m

inus  2000s)  

Largest uncertainty is in the Arctic.

ArcticAntarctic

The large spread in climate model predictions of Arctic warming is attributed to model of sea ice melt and how it feeds back on the other components of the climate.

Oh, the uncertainty…

Snape and Forster (2014)

Projections of future Arctic sea ice decline and the timing of the first occurrence of a sea ice-free Arctic are very uncertain.

~50-year range in the projected first appearance of and ice-free Arctic

Page 8: The influence of cloud-sea ice interaction on the Arctic ... · Science Directorate, Climate Science Branch CERES Science Team Meeting 2016 Radiation Budget Workshop ECMWF, Reading

Evaluation of the Arctic surface radiation budget in

CMIP5(Boeke and Taylor 2016; JGR)

Page 9: The influence of cloud-sea ice interaction on the Arctic ... · Science Directorate, Climate Science Branch CERES Science Team Meeting 2016 Radiation Budget Workshop ECMWF, Reading

CMIP5 vs. CERES Surface Cloud Radiative Effects

Clouds do not insulate enough in winter.

Clouds tend to be too bright in summer.

Arctic cloud fraction is all over the map!Boeke and Taylor (2016)

Page 10: The influence of cloud-sea ice interaction on the Arctic ... · Science Directorate, Climate Science Branch CERES Science Team Meeting 2016 Radiation Budget Workshop ECMWF, Reading

Understanding the coupling between the cloud and circulation in the Arctic

In the Arctic, we cannot consider the interactions between clouds and the circulation without considering the sea ice state because sea ice influences both clouds and circulation.

CloudProperties

Atmospheric Circulation

Modulates atmospheric heating rates and surface fluxes.

Modulates the environment in which clouds form (e.g., stability, vertical velocity, and advection)

Sea Ice

Modulates surface radiation budget (surface albedo)

and controls the exchange of energy (turbulent fluxes),

mass, and momentum between atmosphere-ocean

Another 3-legged stool?

Lower tropospheric

stability

Page 11: The influence of cloud-sea ice interaction on the Arctic ... · Science Directorate, Climate Science Branch CERES Science Team Meeting 2016 Radiation Budget Workshop ECMWF, Reading

Example pathways: Sea Ice-Clouds

Page 12: The influence of cloud-sea ice interaction on the Arctic ... · Science Directorate, Climate Science Branch CERES Science Team Meeting 2016 Radiation Budget Workshop ECMWF, Reading

Example pathways: Sea Ice-Clouds

Sea Ice Low Clouds

Increased clouds

sea ice melts

clouds change

Cool surface

Warm surface

Summer

Page 13: The influence of cloud-sea ice interaction on the Arctic ... · Science Directorate, Climate Science Branch CERES Science Team Meeting 2016 Radiation Budget Workshop ECMWF, Reading

Example pathways: Sea Ice-Circulation

Sea Ice Wind patterns

sea ice melts

circulation changes

Restrict air exchange

Encourage air exchange

Page 14: The influence of cloud-sea ice interaction on the Arctic ... · Science Directorate, Climate Science Branch CERES Science Team Meeting 2016 Radiation Budget Workshop ECMWF, Reading

Covariance between Arctic sea ice and clouds within

atmospheric state regimes at the satellite footprint level

(Taylor et al. 2015, JGR)

Page 15: The influence of cloud-sea ice interaction on the Arctic ... · Science Directorate, Climate Science Branch CERES Science Team Meeting 2016 Radiation Budget Workshop ECMWF, Reading

How might clouds respond to less sea ice in the Arctic?

Sea Ice Ocean

Surface evaporation

Current Conditions:

Sea Ice Ocean

Increasedsurface evaporation

Increased cloudiness

Future Conditions:

More water vaporWater vapor

Science Question: Do average cloud properties from instantaneous satellite observations vary with sea ice concentration?

Page 16: The influence of cloud-sea ice interaction on the Arctic ... · Science Directorate, Climate Science Branch CERES Science Team Meeting 2016 Radiation Budget Workshop ECMWF, Reading

A new perspective is enabled by leveraging advances in data fusion made at NASA Langley Research Center—combining CALIPSO, CloudSAT, CERES, and MODIS.

   

   

   

   

   

   

That’s the power of…Data Fusion!?  

SSM/I    (25  km)      

Page 17: The influence of cloud-sea ice interaction on the Arctic ... · Science Directorate, Climate Science Branch CERES Science Team Meeting 2016 Radiation Budget Workshop ECMWF, Reading

17  

A decrease in the magnitude and height of the maximum cloud fraction is found as LTS increases.

Meteorology vs. Sea ice, whose will is stronger?

Takeaway Message: Meteorology places a strong constraint on cloud behavior.

Page 18: The influence of cloud-sea ice interaction on the Arctic ... · Science Directorate, Climate Science Branch CERES Science Team Meeting 2016 Radiation Budget Workshop ECMWF, Reading

18  

•  General decrease in cloud fraction is found with increased sea ice concentration in in autumn, but no response in summer.

•  Statistically significant differences at the 95% confidence interval are found at between 500 m and 1.2 km in autumn at 0% and 20-40% sea ice concentration.

S regime

Cloud property changes are not uniform with height  

Cloud Fraction  

Page 19: The influence of cloud-sea ice interaction on the Arctic ... · Science Directorate, Climate Science Branch CERES Science Team Meeting 2016 Radiation Budget Workshop ECMWF, Reading

19  

•  General decrease in LWC is found with increased sea ice concentration in both summer and autumn.

•  Statistically significant differences the LWC between 500 m and 1.2 km are found in summer and autumn at 0% and 20-40% sea ice concentration.

HS  regime  

LWC changes are not uniform with height  

Page 20: The influence of cloud-sea ice interaction on the Arctic ... · Science Directorate, Climate Science Branch CERES Science Team Meeting 2016 Radiation Budget Workshop ECMWF, Reading

Example pathways: Sea Ice-Clouds

Sea Ice Low Clouds

Increased clouds

sea ice melts

clouds change

Cool surface

Warm surface

Summer

X X

Page 21: The influence of cloud-sea ice interaction on the Arctic ... · Science Directorate, Climate Science Branch CERES Science Team Meeting 2016 Radiation Budget Workshop ECMWF, Reading

Atmospheric circulation variability influences the wintertime Arctic

surface radiation budget

Hegyi and Tayor (GRL; in prep.)

Page 22: The influence of cloud-sea ice interaction on the Arctic ... · Science Directorate, Climate Science Branch CERES Science Team Meeting 2016 Radiation Budget Workshop ECMWF, Reading

Defining the Arctic circulationAO: Leading EOF of the 1000 hPa height pattern from 20-90N.

AD: Leading EOF of the 1000 hPa height pattern from 70-90N.

Zonally symmetric Zonally asymmetric

Page 23: The influence of cloud-sea ice interaction on the Arctic ... · Science Directorate, Climate Science Branch CERES Science Team Meeting 2016 Radiation Budget Workshop ECMWF, Reading

Hegyi and Taylor (in prep.)

Arctic Oscillation Arctic Dipole

Robust, domain averaged associations between the Arctic circulation and the surface radiation budget.

Any way the wind blows: Circulation and the Arctic Surface Energy Budget

Page 24: The influence of cloud-sea ice interaction on the Arctic ... · Science Directorate, Climate Science Branch CERES Science Team Meeting 2016 Radiation Budget Workshop ECMWF, Reading

Any way the wind blows: Circulation and the Arctic Surface Energy Budget

Hegyi and Taylor (in prep.)

Positive AD: Significant positive clear-sky downwelling LW anomaly.

Positive AO: Significant negative clear-sky downwelling LW anomaly.

Page 25: The influence of cloud-sea ice interaction on the Arctic ... · Science Directorate, Climate Science Branch CERES Science Team Meeting 2016 Radiation Budget Workshop ECMWF, Reading

Any way the wind blows: Circulation and the Arctic Surface Energy Budget

Hegyi and Taylor (in prep.)

Positive AD: Significant positive surface LW CRE anomaly during winter.

Page 26: The influence of cloud-sea ice interaction on the Arctic ... · Science Directorate, Climate Science Branch CERES Science Team Meeting 2016 Radiation Budget Workshop ECMWF, Reading

Understanding the coupling between the cloud and circulation in the Arctic

In the Arctic, we cannot consider the interactions between clouds and the circulation without considering the sea ice state because sea ice influences both clouds and circulations.

CloudProperties

Atmospheric Circulation

Modulates atmospheric heating rates and surface fluxes.

Modulates the environment in which clouds form (e.g., stability, vertical velocity, and advection)

Sea Ice

Modulates surface radiation budget (surface albedo)

and controls the exchange of energy (turbulent fluxes),

mass, and momentum between atmosphere-ocean

How do we reach the finish line?

Page 27: The influence of cloud-sea ice interaction on the Arctic ... · Science Directorate, Climate Science Branch CERES Science Team Meeting 2016 Radiation Budget Workshop ECMWF, Reading

In closing…

We are pursing answers to mysteries of the Arctic and encourage you to join us.

With the aid of NASA satellites, data fusion, field missions, novel analysis techniques and collaboration, we are poised to make significant progress in Arctic climate science in the coming years.

Page 28: The influence of cloud-sea ice interaction on the Arctic ... · Science Directorate, Climate Science Branch CERES Science Team Meeting 2016 Radiation Budget Workshop ECMWF, Reading

What happens in the Arctic doesn’t stay in the Arctic.

It affects us all.

Questions?