inter-comparison of arctic storms in atmospheric ... · inter-comparison of arctic storms in...

19
Copyright University of Reading INTER-COMPARISON OF ARCTIC STORMS IN ATMOSPHERIC REANALYSIS DATASETS Alec Vessey (2 nd Year PhD Student) Supervisors: Kevin Hodges (UoR), Len Shaffrey (NCAS/UoR), Jonny Day (ECMWF), Tom Philp (XL Catlin) 1/16 The 7 th European Windstorm Conference 11/10/2018

Upload: others

Post on 14-Jul-2020

1 views

Category:

Documents


0 download

TRANSCRIPT

Page 1: INTER-COMPARISON OF ARCTIC STORMS IN ATMOSPHERIC ... · INTER-COMPARISON OF ARCTIC STORMS IN ATMOSPHERIC REANALYSIS DATASETS Alec Vessey (2nd Year PhD Student) Supervisors: Kevin

Copyright University of Reading

INTER-COMPARISON OF ARCTIC STORMS IN ATMOSPHERIC REANALYSIS DATASETS

Alec Vessey (2nd Year PhD Student)

Supervisors: Kevin Hodges (UoR), Len Shaffrey (NCAS/UoR), Jonny Day (ECMWF),

Tom Philp (XL Catlin) 1/16

The 7th European Windstorm Conference

11/10/2018

Page 2: INTER-COMPARISON OF ARCTIC STORMS IN ATMOSPHERIC ... · INTER-COMPARISON OF ARCTIC STORMS IN ATMOSPHERIC REANALYSIS DATASETS Alec Vessey (2nd Year PhD Student) Supervisors: Kevin

MOTIVATION

2/16

Humpert &

Raspotnik

(2012)

Meier et al. (2014)

Less than 1 million km2 Arctic ice extent

in September to occur in 2040s, with the

earliest projections being 2030s.

(Wang and Overland 2012)

Page 3: INTER-COMPARISON OF ARCTIC STORMS IN ATMOSPHERIC ... · INTER-COMPARISON OF ARCTIC STORMS IN ATMOSPHERIC REANALYSIS DATASETS Alec Vessey (2nd Year PhD Student) Supervisors: Kevin

NASA (2012)

Page 4: INTER-COMPARISON OF ARCTIC STORMS IN ATMOSPHERIC ... · INTER-COMPARISON OF ARCTIC STORMS IN ATMOSPHERIC REANALYSIS DATASETS Alec Vessey (2nd Year PhD Student) Supervisors: Kevin

REANALYSIS DATASETS• Reanalysis datasets are widely used in science and business to examine mobile storms

• Assimilate observations into current models to generate a spatially and temporally

coherent dataset of the past

4/16(ERA-Interim: Dee et al. 2011, JRA-55: Kobayashi et al. 2015, MERRA-2: Gelaro et al. 2017, NCEP-CFSR: Saha et al. 2015)

Page 5: INTER-COMPARISON OF ARCTIC STORMS IN ATMOSPHERIC ... · INTER-COMPARISON OF ARCTIC STORMS IN ATMOSPHERIC REANALYSIS DATASETS Alec Vessey (2nd Year PhD Student) Supervisors: Kevin

• Research questions and aims:

• What is the frequency, spatial distribution and intensity of Arctic storms?

• What are the differences in the characteristics of Arctic storms between reanalysis datasets?

• Methodology:

• Compare ERA-Interim, MERRA-2, JRA-55 and NCEP-CFSR, between 1980 – 2017

• Storms identified using Hodges (1994, 1995, 1999) Storm Tracking Algorithm

• Processes 6-hourly data from each dataset

• Identifies storms from maxima in 850hPa vorticity

• T42 spectral filtering used to reduce noise in vorticity field

• Storms have to last more than 2 days, and travel more than 1000km

• Arctic storms are defined as all storms that travel north of 65°N

• Compare frequency, spatial distribution and intensity between reanalysis datasets5/16

CURRENT RESEARCH

Page 6: INTER-COMPARISON OF ARCTIC STORMS IN ATMOSPHERIC ... · INTER-COMPARISON OF ARCTIC STORMS IN ATMOSPHERIC REANALYSIS DATASETS Alec Vessey (2nd Year PhD Student) Supervisors: Kevin

6/16

STORM FREQUENCY

Page 7: INTER-COMPARISON OF ARCTIC STORMS IN ATMOSPHERIC ... · INTER-COMPARISON OF ARCTIC STORMS IN ATMOSPHERIC REANALYSIS DATASETS Alec Vessey (2nd Year PhD Student) Supervisors: Kevin

JRA-55 SUMMER

CLIMATOLOGY

7/16

Page 8: INTER-COMPARISON OF ARCTIC STORMS IN ATMOSPHERIC ... · INTER-COMPARISON OF ARCTIC STORMS IN ATMOSPHERIC REANALYSIS DATASETS Alec Vessey (2nd Year PhD Student) Supervisors: Kevin

8/16

Red: Other dataset < JRA-55, Blue: Other dataset > JRA-55

Black dots indicate significant differences to 95% confidence level

TRACK DENSITY: SUMMER

Page 9: INTER-COMPARISON OF ARCTIC STORMS IN ATMOSPHERIC ... · INTER-COMPARISON OF ARCTIC STORMS IN ATMOSPHERIC REANALYSIS DATASETS Alec Vessey (2nd Year PhD Student) Supervisors: Kevin

JRA-55 WINTER

CLIMATOLOGY

9/16

Page 10: INTER-COMPARISON OF ARCTIC STORMS IN ATMOSPHERIC ... · INTER-COMPARISON OF ARCTIC STORMS IN ATMOSPHERIC REANALYSIS DATASETS Alec Vessey (2nd Year PhD Student) Supervisors: Kevin

10/16

Red: Other dataset < JRA-55, Blue: Other dataset > JRA-55

Black dots indicate significant differences to 95% confidence level

TRACK DENSITY: WINTER

Page 11: INTER-COMPARISON OF ARCTIC STORMS IN ATMOSPHERIC ... · INTER-COMPARISON OF ARCTIC STORMS IN ATMOSPHERIC REANALYSIS DATASETS Alec Vessey (2nd Year PhD Student) Supervisors: Kevin

11/16

INTER-ANNUAL VARIABILITY:

STORM FREQUENCY

Page 12: INTER-COMPARISON OF ARCTIC STORMS IN ATMOSPHERIC ... · INTER-COMPARISON OF ARCTIC STORMS IN ATMOSPHERIC REANALYSIS DATASETS Alec Vessey (2nd Year PhD Student) Supervisors: Kevin

12/16

INTER-ANNUAL VARIABILITY:

CORRELATION COEFFICIENTS

0

0,1

0,2

0,3

0,4

0,5

0,6

0,7

0,8

0,9

1

ERA-Interim,

JRA-55

ERA-Interim,

MERRA-2

ERA-Interim,

NCEP-CFSR

JRA-55,

MERRA-2

JRA-55,

NCEP-CFSR

MERRA-2,

NCEP-CFSR

Pearsons

Correlation

Coefficient

Winter All Storms Winter Gen Below 65DegN Winter Gen Above 65DegN

0

0,1

0,2

0,3

0,4

0,5

0,6

0,7

0,8

0,9

1

ERA-Interim,

JRA-55

ERA-Interim,

MERRA-2

ERA-Interim,

NCEP-CFSR

JRA-55,

MERRA-2

JRA-55,

NCEP-CFSR

MERRA-2,

NCEP-CFSR

Summer All Storms Summer Gen Below 65DegN Summer Gen Above 65DegN

Page 13: INTER-COMPARISON OF ARCTIC STORMS IN ATMOSPHERIC ... · INTER-COMPARISON OF ARCTIC STORMS IN ATMOSPHERIC REANALYSIS DATASETS Alec Vessey (2nd Year PhD Student) Supervisors: Kevin

13/16

STORM INTENSITY

Page 14: INTER-COMPARISON OF ARCTIC STORMS IN ATMOSPHERIC ... · INTER-COMPARISON OF ARCTIC STORMS IN ATMOSPHERIC REANALYSIS DATASETS Alec Vessey (2nd Year PhD Student) Supervisors: Kevin

13/16

STORM INTENSITYIntensity of All Mid-Latitude (travel between 30-65DegN) Storms between 1980-2017

Page 15: INTER-COMPARISON OF ARCTIC STORMS IN ATMOSPHERIC ... · INTER-COMPARISON OF ARCTIC STORMS IN ATMOSPHERIC REANALYSIS DATASETS Alec Vessey (2nd Year PhD Student) Supervisors: Kevin

14/16

INTER-ANNUAL VARIABILITY IN

STORM INTENSITY

Winter

925hPa

Max. Wind

Winter

Min.

MSLP

Page 16: INTER-COMPARISON OF ARCTIC STORMS IN ATMOSPHERIC ... · INTER-COMPARISON OF ARCTIC STORMS IN ATMOSPHERIC REANALYSIS DATASETS Alec Vessey (2nd Year PhD Student) Supervisors: Kevin

STORM MATCHING WITH JRA-55

15/16Matching Criteria: Track separation distance less than 4° and tracks match 50% of the time

Page 17: INTER-COMPARISON OF ARCTIC STORMS IN ATMOSPHERIC ... · INTER-COMPARISON OF ARCTIC STORMS IN ATMOSPHERIC REANALYSIS DATASETS Alec Vessey (2nd Year PhD Student) Supervisors: Kevin

CONCLUSIONS

• Arctic storms occur frequently (more than 1 storm occurs per day), and will interfere

with human activity in the Arctic

• There is uncertainty in Arctic storm characteristics between reanalysis datasets

• Higher uncertainty in spatial distributions of storms in winter than in summer - occurring in

the Canadian Archipelago and the North Atlantic storm track leading into north west Siberia

• More uncertainty in the frequency of storms with Arctic genesis in winter time than in

summer time due to differences in genesis density north of Greenland

• Storm tracks generally matching between reanalysis datasets for more intense storms, but

there is high uncertainty in the wind speeds of intense storms

16/16

Page 18: INTER-COMPARISON OF ARCTIC STORMS IN ATMOSPHERIC ... · INTER-COMPARISON OF ARCTIC STORMS IN ATMOSPHERIC REANALYSIS DATASETS Alec Vessey (2nd Year PhD Student) Supervisors: Kevin

ANY QUESTIONS?

Page 19: INTER-COMPARISON OF ARCTIC STORMS IN ATMOSPHERIC ... · INTER-COMPARISON OF ARCTIC STORMS IN ATMOSPHERIC REANALYSIS DATASETS Alec Vessey (2nd Year PhD Student) Supervisors: Kevin

REFERENCES

• Gelaro, R., and Coauthors, 2017: The modern-era retrospective analysis for research and applications, version 2 (MERRA-2)., J. Clim,

30 (14), 5419–5454.

• Dee, D. P., and Coauthors, 2011: The era-interim reanalysis: Configuration and performance of the data assimilation system., Q. J. R.

Meteorol. Soc., 137 (656), 553–597

• Hodges, K., 1994: A general method for tracking analysis and its application to meteorological data. Mon. Weather Rev., 122 (11),

2573–2586.

• Hodges, K., 1995: Feature tracking on the unit sphere. Mon. Weather Rev., 123 (12), 3458–3465.

• Hodges, K., 1999: Adaptive constraints for feature tracking. Mon. Weather Rev., 127 (6), 1362–1373.

• Humpert, M., and Raspotnik, A., 2012, The Future of Arctic Shipping, Available online: https://www.thearcticinstitute.org/future-

arctic-shipping/ (Accessed on 03/09/2018)

• Kobayashi, S., and Coauthors, 2015: The jra-55 reanalysis: General specifications and basic characteristics., J. Meteorol. Soc. Jpn. Ser.

II, 93 (1), 5–48.

• Meier, W. N., and Coauthors, 2014: Arctic sea ice in transformation: A review of recent observed changes and impacts on biology and

human activity. Rev. Geophys., 52 (3), 185–217.

• NASA, 2012, Daily sea ice during Aug and Sept 2012 with winds, (Accessed March 25 2018), https://svs.gsfc.nasa.gov/cgi-

bin/details.cgi?aid=3992

• National Snow and Ice Data Center 2018: Arctic Sea Ice At Minimum Extent: August compared to previous years. Nsidc.org,

(Accessed February 15, 2018)

http://nsidc.org/arcticseaicenews/2017/09/

• Saha, S., and Coauthors, 2010: The ncep climate forecast system reanalysis., Bull. Am. Meteorol. Soc., 91 (8), 1015–1058.