tropical cyclones and climate change in a high resolution general circulation model, higem

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Tropical Cyclones and Climate Change in a High Resolution General Circulation Model, HiGEM Ray Bell Supervisors: Prof. Pier Luigi Vidale, Dr. Kevin Hodges and Dr. Jane Strachan

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Tropical Cyclones and Climate Change in a High Resolution General Circulation Model, HiGEM. Ray Bell Supervisors: Prof. Pier Luigi Vidale, Dr. Kevin Hodges and Dr. Jane Strachan. Introduction. Motivation Socio-economic impacts and changing risk with climate change. - PowerPoint PPT Presentation

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Page 1: Tropical Cyclones and Climate Change in a High Resolution General Circulation Model,  HiGEM

Tropical Cyclones and Climate Change in a High Resolution General Circulation Model, HiGEM

Ray BellSupervisors: Prof. Pier Luigi Vidale, Dr. Kevin Hodges and Dr. Jane Strachan

Page 2: Tropical Cyclones and Climate Change in a High Resolution General Circulation Model,  HiGEM

IntroductionMotivation• Socio-economic impacts and changing risk with climate change. • Impacts on the climate system, removing heat and moisture from the ocean affecting large scale circulation.

Research Objectives• Investigate the changes in TC activity (location, frequency, intensity, structure and duration) with climate change.• Investigate a change of natural variability mechanisms on TC activity e.g. changing ENSO.• [Investigate the impact of atmospheric resolution on TC activity with climate change.]• [How does TC activity change during a transient forcing vs. stabilised forcing?]

Page 3: Tropical Cyclones and Climate Change in a High Resolution General Circulation Model,  HiGEM

What’s expected?How will TC frequency change with climate change?(The number of TCs which form each year)

Decrease Stay the same Increase

“Warmer SSTs lead to more TCs”

“What controls TC frequency?”TCfreq= Σ Σ f(SST, dT/dz, mid level humidity,absolute vorticity, vertical wind shear) + Initial disturbances Gray (1968); Emanuel (2005)

Spacetime

Page 4: Tropical Cyclones and Climate Change in a High Resolution General Circulation Model,  HiGEM

What’s expected?How will TC intensity change with climate change?(The maximum intensity a TC can reach)

Decrease Stay the same Increase

• TC intensity is governed by its immediate external environment and internal processes

• TC intensity is hard to simulate in global models (constrained by resolution)

- Large regional uncertainties (Knutson et al. 2010)

- Can we observe these changes? (Klotzbach and Gray, 2011)

Page 5: Tropical Cyclones and Climate Change in a High Resolution General Circulation Model,  HiGEM

Why do we get these changes?TC frequency Decrease globally by 6-34% by 2100• Distribution of SST change. Change in gradients -> Increase in VWS via thermal wind balance (Vecchi and Soden, 2007)

• Weakening of the tropical circulation. Increase in dry static stability. (Vecchi et al, 2006)

TC intensity• Decrease of TC frequency mainly from weaker storms. When conditions are favourable for TC development it will be able to utilize the energy available. • Supported by theory (Emanuel, 1985) and idealised studies (Shen, 2000)

Increase globally by 2-11% by 2100Knutson et al (2010)

Page 6: Tropical Cyclones and Climate Change in a High Resolution General Circulation Model,  HiGEM

Idealised GCM simulationsHiGEMUK’s new High-Resolution Global Environmental Model (Shaffrey et al, 2009)

1.25ox0.83o, ∆x50N = 90 km

1/3o ocean model

HiGEM

Tran

sient

2% CO 2

/yr 7

0 yrs

HiGEM 1.1 CTRL 150 yrs

HiGEM 2xCO2 30 yrs

HiGEM 4xCO2 30 yrs

HiGEM 1.2 CTRL 117 yrs

HiGEM CTRL ~9x30 yrs

Page 7: Tropical Cyclones and Climate Change in a High Resolution General Circulation Model,  HiGEM

1) Locate and track all centres of high relative vorticity 35000/yr 2) Apply a 2-day filter to the tracks 8000 storms / yr 3) Analyse vertical structure of storm for evidence of warm-core (tropical storm structure) 120 storms / yr

Tracking algorithm (TRACK; Bengstton et al, 2007)

Page 8: Tropical Cyclones and Climate Change in a High Resolution General Circulation Model,  HiGEM

Assessing the model

At this model resolution we are able to realistically capture location and frequencyStrachan et al, (2012) in rev

Page 9: Tropical Cyclones and Climate Change in a High Resolution General Circulation Model,  HiGEM

Climate Change Simulations

Track density difference

2xCO2 - CTRL

4xCO2 - CTRL

Stippling if outside 9x30yr CTRL variability

Storms/month/106km2

Page 10: Tropical Cyclones and Climate Change in a High Resolution General Circulation Model,  HiGEM

Climate Change Simulations

Grey shading is 9x30yr CTRL variability

norm

pdf

Max rel vor

Increase in maximum intensity

Page 11: Tropical Cyclones and Climate Change in a High Resolution General Circulation Model,  HiGEM

Large scale forcing

NAtl

NEPac

% change

SST VWS ppt RH700 ω500 TCfreq stronger TCfreq

% change

50

-50

50

-50

Red: 2xCO2 - CTRLGreen: 4xCO2 - CTRL

Page 12: Tropical Cyclones and Climate Change in a High Resolution General Circulation Model,  HiGEM

Conclusion•HiGEM realistically captures the geographical location and TC frequency compared to observations.

• HiGEM simulates a decrease of TC frequency in most regions except for the North Indian Ocean and North Central Pacific region.• HiGEM simulates an increase of TC intensity, which only becomes significant in the 4xCO2 experiment.

• An increase in VWS in the 4xCO2 over the North Atlantic spreads to the North East Pacific and decreases TC freq.• A weaker Walker circulation suppresses activity in the North West Pacific and enhances activity in the North Central Pacific.

Page 13: Tropical Cyclones and Climate Change in a High Resolution General Circulation Model,  HiGEM

Future work

•Continue Adding HiGEM1.2 onto my current study.

• Investigate the ENSO relation and different types of El Niño and the impact they have on TC activity. How these change with climate change.

• Apply my analyses to the different resolution simulation (atmosphere only)• Apply my analyses to the transient simulation

Page 14: Tropical Cyclones and Climate Change in a High Resolution General Circulation Model,  HiGEM
Page 15: Tropical Cyclones and Climate Change in a High Resolution General Circulation Model,  HiGEM

TC and climate change studiesComparing with , and

• Different tracking algorithms

• Model TCs are not exactly comparable to obs TCs

• Inhomogeneities of obs TCs in different basins and over time.

• Different models resolutions/ different scenarios - show different parameters to be of importance

Page 16: Tropical Cyclones and Climate Change in a High Resolution General Circulation Model,  HiGEM

Late 21st Century projections:

“storm-friendly” “storm-hostile”

Average of 18 models, Jun-Nov

Vecchi and Soden (2007)

Page 17: Tropical Cyclones and Climate Change in a High Resolution General Circulation Model,  HiGEM

Vecchi et al., (2008)

Page 18: Tropical Cyclones and Climate Change in a High Resolution General Circulation Model,  HiGEM

Large-scale tropical Atlantic climate changes projected for late 21st century by CMIP3 models (A1B scenario). Average SST change in MDR is 1.72oC with warming near 4oC in the upper troposphere.

Knutson et al., (2008)

Temp anom

Page 19: Tropical Cyclones and Climate Change in a High Resolution General Circulation Model,  HiGEM

Shen (2000)

Emanuel Potential intensity

Page 20: Tropical Cyclones and Climate Change in a High Resolution General Circulation Model,  HiGEM

Small decrease of TCs. Small increase of major hurricanes

TC

Hurricanes

Page 21: Tropical Cyclones and Climate Change in a High Resolution General Circulation Model,  HiGEM

Increase in maximum intensity

Page 22: Tropical Cyclones and Climate Change in a High Resolution General Circulation Model,  HiGEM

MSLP-10m windspeed relation

5 member ensemble for N512, all 2005

Other models – all years

Note: IBTrACS uses 10min winds, models use instantan. 6hourly winds

Page 23: Tropical Cyclones and Climate Change in a High Resolution General Circulation Model,  HiGEM

• T42 ξ850 – Reduce noise. Comparison of different spatial resolution data• Minimum lifetime of 2 days and no constraint on the minimum

displacement distance. Capture more of TC lifecycle• Cyclogenesis (0-30oN over ocean)• Coherent vertical structure and warm core• Max T63 vor at each level from 850hPa to 250hPa• Intensity threshold T63 ξ850 > 6x10-5 s-1, ξ850 – ξ200 > 6x10-5 s-1 , for at least

1 day (4 x 6hr).• Search for warm core between p levels 850-500, 500-200hPa (+ ξ

value)

• Wind speed must attain 20m/s at 850hPa (change in slightly more intense TCs) [att20 dataset]

• Statistical packages

TRACK Hodges (1995); Bengstsson et al. (2007)

Page 24: Tropical Cyclones and Climate Change in a High Resolution General Circulation Model,  HiGEM

Understanding natural variabilityENSO’s impact on geographical location

Page 25: Tropical Cyclones and Climate Change in a High Resolution General Circulation Model,  HiGEM

Understanding natural variabilityENSO’s impact on TC frequency

Page 26: Tropical Cyclones and Climate Change in a High Resolution General Circulation Model,  HiGEM
Page 27: Tropical Cyclones and Climate Change in a High Resolution General Circulation Model,  HiGEM

Climate Change Simulations

Error bars are max and min of 9x30 yr CTRL variability

Change in TC frequency

Page 28: Tropical Cyclones and Climate Change in a High Resolution General Circulation Model,  HiGEM

Change in SST

Zhao et al (2009)

Page 29: Tropical Cyclones and Climate Change in a High Resolution General Circulation Model,  HiGEM

AMO ~= AMOC Klotzbach and Gray (2011)

Page 30: Tropical Cyclones and Climate Change in a High Resolution General Circulation Model,  HiGEM

Sea Surface Temperature Difference

2xCO2 - CTRL

Sea Surface Temperature Difference (°C)

Jul-Oct

• Tongue of relatively less warm water compared to the rest of the tropics• Grave results of TCs in this vicinity (NAtl).• Leads to increased vertical wind shear (VWS) via thermal wind balance

4xCO2 - CTRL

Page 31: Tropical Cyclones and Climate Change in a High Resolution General Circulation Model,  HiGEM

Vertical Wind Shear Difference

Vertical Wind Shear difference (m/s)

Jul-Oct

• VWS spreads to the NEPac especially in the 4xCO2

• Detrimental affect on TCs.• Reduced VWS in CPac favours development

Stippling if outside 5x30yr CTRL variability

2xCO2 - CTRL

4xCO2 - CTRL

Page 32: Tropical Cyclones and Climate Change in a High Resolution General Circulation Model,  HiGEM

Walker Circulation DifferenceJul-Oct 0-10N°

• Weakening of the tropical circulation inline with other studies (Vecchi and Soden, 2007)• Favours development in the CPac and reduces TC frequency is the NWPac

-ω difference (Pa/s) and divU difference (m/s)

2xCO2 - CTRL

4xCO2 - CTRL

Page 33: Tropical Cyclones and Climate Change in a High Resolution General Circulation Model,  HiGEM

Change in RH700

Vecchi et al (2007)

Page 34: Tropical Cyclones and Climate Change in a High Resolution General Circulation Model,  HiGEM

Change in –ω500

Page 35: Tropical Cyclones and Climate Change in a High Resolution General Circulation Model,  HiGEM

Change in ppt

Page 36: Tropical Cyclones and Climate Change in a High Resolution General Circulation Model,  HiGEM

Large scale tropical change

Page 37: Tropical Cyclones and Climate Change in a High Resolution General Circulation Model,  HiGEM

Climate Change Simulations

Page 38: Tropical Cyclones and Climate Change in a High Resolution General Circulation Model,  HiGEM

HadGAM – N96. 135kmHiGEM - N144. 90kmNUGAM - N216. 60km