intense’precipitaon ’events’associated’ with’landfalling ... · period:$1980$–1989.$...

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Enrico Scoccimarro 12 , S. Gualdi 12 , G. Villarini 3 , G. Vecchi 4 , M.Zhao 4 , A. Navarra 12 and Modelers for the U.S. CLIVAR Hurricane Working Group (1) CMCC Centro EuroMediterraneo per i CambiamenN ClimaNci (EuroMediterranean Centre for Climate Change), Bologna, Italy (2) INGV IsNtuto Nazionale di Geofisica e Vulcanologia (NaNonal InsNtute for Geophysics and Volcanology), Bologna, Italy (3) IIHRHydroscience & Engineering, The University of Iowa, Iowa City, Iowa (4) GFDL – Geophysical Fluid Dynamics Laboratory, Princeton, New Jersey. Is7tuto Nazionale di Geofisica e Vulcanologia U.S. CLIVAR Hurricane Working Group Workshop: 57 June 2013, Princeton, NJ Intense precipita7on events associated with landfalling tropical cyclones in a warmer climate

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Page 1: Intense’precipitaon ’events’associated’ with’landfalling ... · Period:$1980$–1989.$ Frequency: $6h.$ Observed$TC$tracks$ ... +23$ +14$ +31$ 21 36 ... $5J7$June$2013,$Princeton,$NJ$$

Enrico  Scoccimarro12,  S.  Gualdi12,  G.  Villarini3,  G.  Vecchi4,  M.Zhao4,  A.  Navarra12    and  Modelers  for  the  U.S.  CLIVAR  Hurricane  Working  Group  

(1)  CMCC  -­‐  Centro  Euro-­‐Mediterraneo  per  i  CambiamenN  ClimaNci  (Euro-­‐Mediterranean  Centre  for  Climate  Change),  Bologna,  Italy  (2)  INGV  -­‐  IsNtuto  Nazionale  di  Geofisica  e  Vulcanologia  (NaNonal  InsNtute  for  Geophysics  and  Volcanology),  Bologna,  Italy  

(3)  IIHR-­‐Hydroscience  &  Engineering,  The  University  of  Iowa,  Iowa  City,  Iowa  (4)  GFDL  –  Geophysical  Fluid  Dynamics  Laboratory,  Princeton,  New  Jersey.    

Is7tuto  Nazionale  di  Geofisica  e  Vulcanologia  

U.S.  CLIVAR  Hurricane  Working  Group  Workshop:  5-­‐7  June  2013,  Princeton,  NJ    

Intense  precipita7on  events  associated  with  landfalling  tropical  cyclones  in  a  

warmer  climate  

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BACKGROUND  &  MOTIVATION  

Rainfall  is  projected  to  increase  over  land,  both  in  terms  of  average  and  extremes  (Liu   et   al.   2009,   Chou   et   al.   2009).   Since   there   is   a   large   spa7al   variability  (Trenberth  et  al.  2011,  Scoccimarro  et  al.  2013)  associated  to  changes  in  projected  rainfal  amount  ,  we  would  verify  and  quan7fy  the  LANDFALLING  TCs  contribu7on  region  by  region.  

In   the   past   a   number   of   invesNgaNons   have   been   done   to   explore   the  effects   of  global  warming  on  the  precipita7on  associated  to  Tropical  Cyclone  (e.g.,Gualdi  et  al.  2008,  Knutson  et  al.  2004;  Hasegawa  and  Emori,  2005).  Despite  the  agreement  in   claiming   that   TC-­‐related   rainfall   rates   are   likely   to   increase   with   greenhouse  warming,  the  range  of  projecNon  for  the  late  twenty-­‐first  century  between  exisNng  studies   is   very   large   (+3   to   +37%,   Knutson   et   al.   2010)   and   depending   on   the  different  used  methodologies.    

The   availability   of   a   set   of   high   resoluNon   GCMs   and   simula7ons   following  common  protocols  (the  HWG  ones),  should  strengthen  the  projected  informaNon.  

U.S.  CLIVAR  Hurricane  Working  Group  Workshop:  5-­‐7  June  2013,  Princeton,  NJ    INGV  

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CMIP5  (20  models)  difference  between  99th  and  90th  percen7les  (99p-­‐90p)  [mm/d]  in  1997-­‐2005    MOTIVATION  

DJF  

JJA  

OBS  (GPCP)   CMIP5  models    

Scoccimarro,  E.,  S.  Gualdi,  A.  Bellucci,  M.  Zampieri,    A.  Navarra  (2013):  Heavy  precipita-on  events  in  a  warmer  climate:  results  from  CMIP5  models,    

Journal  of  Climate,  DOI:  10.1175/JCLI-­‐D-­‐12-­‐00850.1  

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CMIP5  (20  models)    total  precipita7on,  90p  and  99p-­‐90p    CHANGES  IN  A  WARMER  CLIMATE    

(%  increase  in  RCP8.5  2061-­‐2100  wrt  1966-­‐2005)    

MOTIVATION  

DJF  

JJA  

total  precip.   99p-­‐90p  incr.  

[%]  

90p  incr.  

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Na7onal  Hurricane  Center  and  Joint  Typhoon  Warning  Center  Tropical  Cyclone  Best  Track  Data.  Period:  1980  –  1989.  Frequency:  6h.  

Observed  TC  tracks  

U.S.  CLIVAR  Hurricane  Working  Group  Workshop:  5-­‐7  June  2013,  Princeton,  NJ    INGV  

CMCC  model  (Echam5  at  80  km  of  horiz.  res.  &  31  ver7cal  levels)  GCMs  HWG  results  (tracks  and  precipitaNon)     GFDL  model  (HIRAM  at  50  km  of  horiz.  res.  &  32  ver7cal  levels)  

Period:    -­‐  10y  of  present  day  simulaNon      CONTROL      -­‐  10y  of  doubling  CO2  exp.      2xCO2      -­‐  10y  of  present  SST+2K  degrees  exp.  p2K      -­‐  10y  of  doubl.  CO2  ans  SST+2K  exp.  p2k2xCO2  

Frequency:    6h  (tracks)          daily  (precipitaNon).      

Global  Precipita7on  Climatology  Project    (GPCP;  Huffman  et  al.  2001)    Period:  1980  –  1989.  Frequency:    daily.  

Observed  PrecipitaNon    

DATA  and  METHODS  

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DATA  and  METHODS  

GFDL   CMCC  

HIRAM   ECHAM5  

Spa7al  Resolu7on   50  km   80  km  

Ver7cal  levels   32   31  

Precipita7on  param.   Bretherton  et.  al  2004,  Rotstayn  1997,  Rotstayn    2000.  

Tiedtke  1989,  modified  following  Nordeng,  1994.  

Reference   Zhao,  M.,  I.M.  Held,  S-­‐J.  Lin,  and  G.A.  Vecchi,  2009:  SimulaNons  of  Global  Hurricane  Climatology,  Interannual  Variability,  and  Response  to  Global  Warming  Using  a  50km  ResoluNon  GCM.    J.  Climate,  33,  6653-­‐6678.  

Roeckner,  E.,  and  Coauthors,  2003:  The  atmospheric  general  circulaNon  model  ECHAM5.  Part  I:  Model  descripNon.  MPI  Rep.  349,  127  pp.  

Informa7ons  about  HWG  models  used    

U.S.  CLIVAR  Hurricane  Working  Group  Workshop:  5-­‐7  June  2013,  Princeton,  NJ    

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DATA  and  METHODS  

GFDL   CMCC  

DETECTING   1) RelaNve  vorNcity  at  850  hPa  larger  than  1.6  x  10-­‐5  s-­‐1  is  found  within  areas  of  6°x6°  laNtude  and  longitude.  

2) The  local  minimum  of  sea  level  pressure  (within  a  distance  of  2°  laNtude  or  longitude  from  the  vorNcity  maximum)  is  defined  as  the  center  of  the  storm.    

3) The  local  maximum  temperature  averaged  between  300  and  500  hPa  is  defined  as  the  center  of  the  warm  core.  The  distance  of  the  warm-­‐core  center  from  the  storm  center  must  not  exceed  2o.  The  warm-­‐core  temperature  must  be  at  least  1oK  warmer  than  the  surrounding  local  mean.  

1)  RelaNve  vorNcity  at  850  hPa  is  larger  than  1  x  10-­‐5  s-­‐1  

2)  There  is  a  relaNve  surface  pressure  minimum,  and  the  surface  pressure  anomaly,  compared  to  a  surrounding  area  with  a  radius  of  350  km,  is  larger  than  2  hPa  3)  In  a  region  with  a  radius  of  350  km  around  the  grid  point  considered,  there  is  a  grid  point  where  the  maximum  surface  wind  velocity  is  larger  than  15.5  ms-­‐1.  

4)  Wind  velocity  at  850  hPa  is  larger  than  wind  velocity  at  300  hPa  5)  The  sum  of  temperature  anomalies  at  700,  500,  and  300  hPa  is  larger  than  1o  K,  where  anomalies  are  defined  as  the  deviaNon  from  a  spaNal  mean  com-­‐  puted  over  a  region  with  a  radius  of  350  km.  

TC  DETECTING  algorithm  used  

U.S.  CLIVAR  Hurricane  Working  Group  Workshop:  5-­‐7  June  2013,  Princeton,  NJ    

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DATA  and  METHODS  

GFDL   CMCC  

TRACKING   4)  For  each  detected  snapshot,  a  check  is  performed  to  see  if  there  are  storms  during  the  following  6-­‐h  Nme  period  within  a  distance  of  400  km.    5)  If  there  are  none,  the  trajectory  is  considered  to  have  stopped.  If  there  are  some,  the  closest  storm  is  chosen  as  belonging  to  the  same  trajectory  as  the  iniNal  storm.  If  there  is  more  than  one  possibility,  preference  is  given  to  storms  that  are  to  the  west  and  poleward  of  the  current  locaNon.  6)  To  qualify  as  the  model  storm  trajectory,  a  trajectory  must  last  at  least  3  days,  and  have  a  maximum  surface  wind  speed  greater  than  17  ms-­‐1  during  at  least  3  days  (not  necessarily  consecuNve).  

6)  )  For  each  detected  snapshot,  a  check  is  performed  to  see  if  there  are  storms  during  the  following  6-­‐h  Nme  period  within  a  distance  of  300  km.    7)  )  If  there  are  none,  the  trajectory  is  considered  to  have  stopped.  If  there  are  some,  the  closest  storm  is  chosen  as  belonging  to  the  same  trajectory  as  the  iniNal  storm.  If  there  is  more  than  one  possibility,  preference  is  given  to  the  nearest  storm.  

8)  To  qualify  as  the  model  storm  trajectory,  a  trajectory  must  last  at  least  1  day  (corresponding  to  four  Nme  steps  of  the  model  output)  

TC  TRACKING  algorithm  used  

U.S.  CLIVAR  Hurricane  Working  Group  Workshop:  5-­‐7  June  2013,  Princeton,  NJ    

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U.S.  CLIVAR  Hurricane  Working  Group  Workshop:  5-­‐7  June  2013,  Princeton,  NJ    INGV  

RESULTS  

OBS  (93.3  TCs/y)  

CMCC  (81.7  TCs/y)  

TC  genesis  loca7on  in    present  climate  CONTROL  simula7on  (10y)    

GFDL  (108.1  TCs/y)  

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U.S.  CLIVAR  Hurricane  Working  Group  Workshop:  5-­‐7  June  2013,  Princeton,  NJ    INGV  

RESULTS  

OBS  (GPCP)  

CMCC  

Frac7on  of  precipita7on  associated  with  TCs  in  the  CONTROL  (10y)  experiment  [%  wrt  the  total]  

GFDL  

[%]  

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U.S.  CLIVAR  Hurricane  Working  Group  Workshop:  5-­‐7  June  2013,  Princeton,  NJ    

RESULTS  

CONTROL  (81.7  TCs/y)  

CMCC  model  TC  genesis  point  in  HWG  experiments    

2xCO2  (73.3  TCs/y)  

p2K  (86.6  TCs/y)  

p2K2xCO2  (77.2  TCs/y)  

Page 12: Intense’precipitaon ’events’associated’ with’landfalling ... · Period:$1980$–1989.$ Frequency: $6h.$ Observed$TC$tracks$ ... +23$ +14$ +31$ 21 36 ... $5J7$June$2013,$Princeton,$NJ$$

U.S.  CLIVAR  Hurricane  Working  Group  Workshop:  5-­‐7  June  2013,  Princeton,  NJ    

RESULTS  

CONTROL  (108.1  TCs/y)  

GFDL  model  TC  genesis  point  in  HWG  experiments    

2xCO2  (105  TCs/y)  

p2K  (94.3  TCs/y)  

p2K2xCO2  (83.7  TCs/y)  

Page 13: Intense’precipitaon ’events’associated’ with’landfalling ... · Period:$1980$–1989.$ Frequency: $6h.$ Observed$TC$tracks$ ... +23$ +14$ +31$ 21 36 ... $5J7$June$2013,$Princeton,$NJ$$

U.S.  CLIVAR  Hurricane  Working  Group  Workshop:  5-­‐7  June  2013,  Princeton,  NJ    

RESULTS  Changes  in  the  total  amout  of  water  associated  to  TCs  region  by  region  in  the  HWG  experiments    

AUS  SI  

NI   WNP  ATL  ENP  

SP  

CMCC  TC  precipita7on  increase  [%  wrt  CONTROL]  

p2K                

p2K2xCO2                

-­‐17  

-­‐17  +31  

-­‐4  +30  

+3  

-­‐38  +20  

-­‐42  -­‐52  

-­‐10  

-­‐32  -­‐+48  

+30    0  

-­‐17  +12  

-­‐6  

0   +63  

+39  

2xCO2  

p2K                

p2K2xCO2                

-­‐30  

-­‐9  

-­‐46  

-­‐7  

-­‐14  

-­‐22  

+11  

0  

+13  

-­‐13  

-­‐9  

-­‐4  

0  

-­‐14  

-­‐16  

+3  

-­‐2  

-­‐38  

-­‐10  

-­‐6  

-­‐46  

2xCO2  

GFDL  TC  precipita7on  increase  [%  wrt  CONTROL]  

Page 14: Intense’precipitaon ’events’associated’ with’landfalling ... · Period:$1980$–1989.$ Frequency: $6h.$ Observed$TC$tracks$ ... +23$ +14$ +31$ 21 36 ... $5J7$June$2013,$Princeton,$NJ$$

U.S.  CLIVAR  Hurricane  Working  Group  Workshop:  5-­‐7  June  2013,  Princeton,  NJ    

RESULTS  Changes  in  the  total  amout  of  water  associated  to  TCs,  NORMALIZED  BY  TCs  DAYS  

AUS  SI  

NI   WNP  ATL  ENP  

SP  

CMCC  TCprecip/TCdays  increase  [%  wrt  CONTROL]  

p2K                

p2K2xCO2                

2xCO2  

p2K                

p2K2xCO2                

-­‐10  +7  

-­‐7  

+7  +18  

+9  

+8  +12  

+2  

-­‐5  +2  

-­‐1  

0  +5  

+3  

+3  +6  

+15  

+5  -­‐3  

-­‐5  

2xCO2  

GFDL  TCprecip/TCdays  increase  [%  wrt  CONTROL]  

+25  

+3  +32  

-­‐4  +13  

+12  

-­‐31   +43  

+6  

-­‐10  +6  

-­‐12  

+2  

0  +6  

-­‐7  +19  

+9   +7  

+66  -­‐17  

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U.S.  CLIVAR  Hurricane  Working  Group  Workshop:  5-­‐7  June  2013,  Princeton,  NJ    

RESULTS  Changes  in  the  total  amout  of  water  associated  to  TCs  OVER  LAND  in  the  HWG  experiments    

CMCC  TC  precipita7on  increase  [%  wrt  CONTROL]  

2xCO2  

p2K                

p2K2xCO2                

GFDL  TC  precipita7on  increase  [%  wrt  CONTROL]  

2xCO2  p2K                

p2K2xCO2                

-­‐27  

-­‐6  

-­‐51  -­‐3  

-­‐29  

+7  +8  +21  

-­‐29  

+23  +14  

+31  

-­‐21  

-­‐36  

+21  

-­‐7  

-­‐27  

+4  

-­‐84  

-­‐37  

-­‐40  

+146  +299  

+387  

-­‐36  

-­‐15  

-­‐31   -­‐35  

-­‐12  

-­‐30  

+260  

+208  

+42  +3  

+18  

-­‐15  

Page 16: Intense’precipitaon ’events’associated’ with’landfalling ... · Period:$1980$–1989.$ Frequency: $6h.$ Observed$TC$tracks$ ... +23$ +14$ +31$ 21 36 ... $5J7$June$2013,$Princeton,$NJ$$

U.S.  CLIVAR  Hurricane  Working  Group  Workshop:  5-­‐7  June  2013,  Princeton,  NJ    

RESULTS  Changes  in  the  total  amout  of  water  associated  to  TCs  OVER  LAND,  NORMALIZED  BY  TCs  DAYS  

CMCC  TCprecip/TCdays  increase  [%  wrt  CONTROL]  

p2K                

p2K2xCO2                

2xCO2  p2K                

p2K2xCO2                

2xCO2  

GFDL  TCprecip/TCdays  increase  [%  wrt  CONTROL]  

-­‐9  +16  

-­‐4  

+11  

-­‐6  +11  

-­‐46  

-­‐49  -­‐61  

+11  

+17  +16  

+36  

+14  

-­‐3  

-­‐15  -­‐17  

+9  -­‐57  

+2  +24  

+158  +137  

+16  

-­‐13  

+18  -­‐14  

-­‐6  

-­‐4  

+1  -­‐17  

+139  

+45  0  +21  +27  

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CONCLUSIONS  

1.  Global  panerns  of  precipita7on  associated  with  TC  ac7vity  are  reasonably  well  represented  by  the  considered  GCMs.  GFDL  model  (50  Km)  performs  bener  than  CMCC  model  (80Km).    

2.    In  terms  of  amount  of  water  associated  to  TCs  at  global  scale,  in  2xCO2,  p2K  and  p2K2xCO2  experiments,  the  CMCC  model  shows  more  pronounced  changes  wrt  GFDL  model  (resolu7on?,  different  precipita7on  parameteriza7on?).      

3.    Changes  in  the  amount  of  water  associated  to  LANDFALLING  TCs  are  more  pronounced  if  compared  to  changes  in  the  corresponding  basin.  The  obtained  results  are  not  coherent  between  models.      

-­‐  Improve  the  staNsNcs:    -­‐  period  10y  -­‐>20y                -­‐  include  all  available  HWG  GCMs  precipitaNon  (daily)  res.    

NEXT  STEP:  

-­‐  Verify  the  relaNonship  between  precipitaNon  results  and  the  general  circulaNon  associated  to  each  model/experiment  (CAPE,  low  level  vort.,  winds,  etc.).    

U.S.  CLIVAR  Hurricane  Working  Group  Workshop:  5-­‐7  June  2013,  Princeton,  NJ    

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Enrico  Scoccimarro12,  S.  Gualdi12,  G.  Villarini3,  G.  Vecchi4,  M.Zhao4,  A.  Navarra12    and  Modelers  for  the  U.S.  CLIVAR  Hurricane  Working  Group  

(1)  CMCC  -­‐  Centro  Euro-­‐Mediterraneo  per  i  CambiamenN  ClimaNci  (Euro-­‐Mediterranean  Centre  for  Climate  Change),  Bologna,  Italy  (2)  INGV  -­‐  IsNtuto  Nazionale  di  Geofisica  e  Vulcanologia  (NaNonal  InsNtute  for  Geophysics  and  Volcanology),  Bologna,  Italy  

(3)  IIHR-­‐Hydroscience  &  Engineering,  The  University  of  Iowa,  Iowa  City,  Iowa  (4)  GFDL  –  Geophysical  Fluid  Dynamics  Laboratory,  Princeton,  New  Jersey.    

U.S.  CLIVAR  Hurricane  Working  Group  Workshop:  5-­‐7  June  2013,  Princeton,  NJ    

Intense  precipita7on  events  associated  with  landfalling  tropical  cyclones  in  a  

warmer  climate  

thank you!

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U.S.  CLIVAR  Hurricane  Working  Group  Workshop:  5-­‐7  June  2013,  Princeton,  NJ    INGV  

RESULTS  

OBS  (GPCP)  

CMCC  

Precipita7on  associated  with  TCs  in  the  CONTROL  (10y)  experiment  [mm/y]  

GFDL  

[mm/y]  

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Tropical  Cyclone  tracks  starNng  points    1970-­‐1999  

Observ.  

SXG  Model  

Composite  of  a  simulated  TC  

850-­‐hPa  WIND  [m/s]  

1000  Km  

Preind 2xCO2 4xCO2

WNP 27 20 14

ATL 9 7 4

Annual  TC  number  in  a  warmer  climate  

Tropical  Cyclones    as  simulated  by  CMCC-­‐INGV  fully  coupled  climate  models    

Changes in Tropical Cyclone Activity due to Global Warming: Results from a High-Resolution CGCM Gualdi et al. 2008 - J. of Climate, Vol. 21, pp. 5204-5228

COUPLED    MODELS  at  CMCC  

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Tropical  Cyclones    as  simulated  by  CMCC-­‐INGV  fully  coupled  climate  models:  INGV-­‐SXG  (atm:  echam4,  T106)  and  CMCC_MED  (atm:  echam5,  T159)    

- Changes in Tropical Cyclone Activity due to Global Warming: Results from a High-Resolution CGCM. Gualdi et al. 2008 - J. of Climate, Vol. 21, pp. 5204-5228

- Effects of Tropical Cyclones on Ocean Heat Transport in a High Resolution CGCM. Scoccimarro et al. 2011 - J. of Climate, in press. Doi: 10.1175/2011JCLI4104.1

OBS INGV-SXG (T106)

CMCC-CM (T159)

TCs/y 93.8 66.2 80.2

STD 10.9 9.2 7.5

Annual  TCs  number  and  variability  

Hurricane  detecNon  in  CMCC-­‐CM:    10m  wind  speed  >  33  m/s    

1000  Km  

CMCC-­‐CM  TCs  annual  number  and    Power  DissipaNon  Index  (PDI)  

6hourly  10  meter  wind  speed  [m/s]  Yearly  accumulated  PDI  [m3/s2]  

TCs  Annual  Number  series  

COUPLED    MODELS  at  CMCC  

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Tropical  Cyclones    as  simulated  by  CMCC-­‐INGV  fully  coupled  climate  models:  INGV-­‐SXG  (T106)  and  CMCC-­‐CM  (T159)    

- Changes in Tropical Cyclone Activity due to Global Warming: Results from a High-Resolution CGCM. Gualdi et al. 2008 - J. of Climate, Vol. 21, pp. 5204-5228

- Effects of Tropical Cyclones on Ocean Heat Transport in a High Resolution CGCM. Scoccimarro et al. 2011 – J of Climate, in press.

OBS INGV-SXG (T106)

CMCC-CM (T159)

TCs/y 93.8 66.2 80.2

STD 10.9 9.2 7.5

Annual  TCs  number  and  variability  

Hurricane  detecNon  in  CMCC-­‐CM:    10m  wind  speed  >  33  m/s    

1000  Km  

Seasonal  ModulaNon  of  TC  acNvity  

NH  

SH  6hourly  10  meter  wind  speed  [m/s]  

COUPLED    MODELS  at  CMCC  

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COUPLED    MODELS  at  CMCC  

Now  moving  from  MPI  ECHAM  based  atmospheric  model  to  NCR/UCAR-­‐Community  Earth  System  Model  (CESM):  CMCC  developed  the  coupling  with  the  Nucleus  for  European  Modelling  of  the  Ocean  (NEMO)  GCM.