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Air	
  Quality	
  Modeling	
  from	
  Forecast	
  
            to	
  Climate	
  Change	
  
the	
  need	
  of	
  HPC	
  and	
  Supercompu<ng	
  in	
  this	
  area	
  


         Dr.	
  Agus?n	
  García	
  Reynoso	
  
      Centro	
  de	
  Ciencias	
  de	
  la	
  Atmósfera	
  
Topics	
  
•    System	
  Descrip<on	
  
•    Air	
  quality	
  forecast	
  
•    Climate	
  change	
  and	
  Air	
  quality	
  
•    Other	
  sources	
  evalua<on	
  
•    Future	
  
System	
  Descrip-on	
  
	
  MASTER	
  NODE	
  
-­‐	
  2	
  Intel	
  Xeon	
  E5410	
  2.33	
  GHz	
  (4	
  cores	
  per	
  processor)	
  
-­‐	
  8	
  Gb	
  RAM	
  
-­‐	
  2	
  HD	
  1	
  Tb	
  
	
  
SLAVE	
  NODES	
  (10	
  nodes	
  in	
  5	
  twins)	
  
-­‐	
  2	
  Intel	
  Xeon	
  X5472	
  	
  3.00	
  GHz	
  (4	
  cores	
  per	
  processor)	
  
-­‐	
  16	
  Gb	
  RAM	
  
-­‐	
  1	
  HD	
  250	
  Gb	
  
	
  
"STORAGE"	
  
-­‐	
  2	
  Intel	
  Xeon	
  E5462	
  2.80	
  GHz	
  (4	
  cores	
  per	
  processor)	
  
-­‐	
  32	
  Gb	
  	
  RAM	
  
-­‐  18	
  Tb	
  storage	
  capacity	
  (7	
  Tb	
  used)	
  

SWITCH	
  INFINIBAND	
  
-­‐	
  Switch	
  24	
  ports	
  (8	
  free)	
  
	
  
SWITCH	
  ETHERNET	
  
-­‐  Switch	
  16	
  ports	
  (4	
  free)	
  
Other	
  systems	
  

      1	
  MacPro	
  with	
  4	
  cores	
  
      1	
  MacPro	
  with	
  8	
  cores	
  
      1	
  MacPro	
  with	
  12	
  cores	
  
      3	
  iMac	
  
      Intel	
  compilers	
  icc	
  and	
  ifort	
  
So`ware	
  
•  Lunix	
  CENTOS,	
  Mac	
  OS	
  X	
  
•  Compilers	
  for	
  C	
  and	
  Fortran	
  (gnu,	
  intel	
  
   and	
  portland	
  group)	
  
•  Ruby,	
  java,	
  perl	
  
•  Libraries:	
  netcdf,	
  jasper,	
  png,	
  hdf5,	
  
   openmpi,	
  mpich,	
  parallel	
  netcdf	
  
AIR	
  QUALITY	
  FORECAST	
  
Air	
  Quality	
  Forecast	
  Importance	
  
•  In	
  Mexico	
  City	
  Metropolitan	
  Area	
  (MCMA)	
  the	
  
   ozone	
  levels	
  have	
  exceeded	
  the	
  standard	
  (110	
  
   ppb)	
  on	
  50%	
  of	
  the	
  days	
  in	
  2010.	
  The	
  
   programs	
  to	
  prevent	
  the	
  environmental	
  
   con<ngencies	
  are	
  applied	
  a`er	
  the	
  people	
  
   have	
  been	
  exposed	
  to	
  high	
  ozone	
  levels.	
  	
  
•  An	
  air	
  quality	
  forecast	
  it	
  is	
  necessary	
  in	
  order	
  
   to	
  reduce	
  exposure	
  to	
  ozone	
  and	
  other	
  air	
  
   pollutants	
  
Use	
  of	
  WRF-­‐Chem	
  with	
  METv3	
  evalua-on	
  code	
  
AQ	
  forecast	
  web	
  page	
  

Na<onal	
  Level:	
  
     	
  Ozone	
  
	
  
Central	
  Mexico:	
  
     	
  Ozone	
  	
  
     	
  PM2.5	
  




          hfp://www.atmosfera.unam.mx/procca/Ozono.php	
  	
  
To	
  Do	
  


•  Combining	
  2	
  or	
  more	
  forecast	
  
•  Nes<ng	
  domains	
  
•  Upda<ng	
  emissions	
  inventories	
  
   from	
  sta<c	
  to	
  dynamic	
  emissions	
  
CLIMATE	
  CHANGE	
  
Dynamic Downscaling
RegCM3 is a compressible, finite difference model with hydrostatic balance and vertical sigma-coordinates.
Similar a MM5 pero adaptado para estudios climáticos.




                                                                            Domain 2
                                                                            100.6W-97.3W y 17.8N-21N
                                                                            Grid of 140 x 140; ds=30km




 Domain 1
 122W-86W y 16N-32N
 Grid of 160 x 80; ds=30km
Temperature	
  (°C).	
  Difference	
  between	
  reference	
  climatology	
  (1983-­‐1990)	
  and	
  scenario	
  (2071-­‐2073).	
  	
  
Ozone	
  reduc<on	
  in	
  Central	
  Mexico	
  
    under	
  a	
  climate	
  scenario	
  
PBL	
  incrment	
  
OTHER	
  SOURCES	
  
Emissions	
  MCMA	
  
      200                                                   O3 EAC
                                                                RAMA
      150                                                       MCCM
ppb




      100


       50


        0

            12:00 AM   12:00 PM   12:00 AM   12:00 PM   12:00 AM
            4/14/07               4/15/07               4/16/07
                                    dat
      200
                                                            O3 TLA
                                                                RAMA
                                                                MCCM
      150
ppb




      100


       50


        0

            12:00 AM   12:00 PM   12:00 AM   12:00 PM   12:00 AM
            4/14/07               4/15/07               4/16/07
                                    dat
      200                                                   O3 CUA
                                                                RAMA
                                                                MCCM
      150
ppb




      100


       50


        0

            12:00 AM   12:00 PM   12:00 AM   12:00 PM   12:00 AM
            4/14/07               4/15/07               4/16/07
                                     dat
Emissions	
  MCMA	
  +	
  Toluca	
  
      200                                                          O3 EAC
                                                                       RAMA
                                                                       MCCM
      150
ppb




      100


       50


        0

            12:00 PM   12:00 AM   12:00 PM   12:00 AM   12:00 PM     12:00 AM
            4/13/07    4/14/07               4/15/07                 4/16/07
      200                              dat                         O3 TLA
                                                                       RAMA
                                                                       MCCM
      150
ppb




      100


       50


        0

            12:00 PM   12:00 AM   12:00 PM   12:00 AM   12:00 PM     12:00 AM
            4/13/07    4/14/07               4/15/07                 4/16/07
                                       dat
      200                                                          O3 CUA
                                                                       RAMA
                                                                       MCCM
      150
ppb




      100


       50


        0

            12:00 PM   12:00 AM   12:00 PM   12:00 AM   12:00 PM     12:00 AM
            4/13/07    4/14/07               4/15/07                 4/16/07
                                       dat
Emissions	
  MCMA	
  
      200                                                   O3 EAC
                                                                RAMA
      150                                                       MCCM
ppb




      100


       50


        0

            12:00 AM   12:00 PM   12:00 AM   12:00 PM   12:00 AM
            4/14/07               4/15/07               4/16/07
                                    dat
      200
                                                            O3 TLA
                                                                RAMA
                                                                MCCM
      150
ppb




      100


       50


        0

            12:00 AM   12:00 PM   12:00 AM   12:00 PM   12:00 AM
            4/14/07               4/15/07               4/16/07
                                    dat
      200                                                   O3 CUA
                                                                RAMA
                                                                MCCM
      150
ppb




      100


       50


        0

            12:00 AM   12:00 PM   12:00 AM   12:00 PM   12:00 AM
            4/14/07               4/15/07               4/16/07
                                     dat
Backtrajectories	
  
From	
  Tula	
  region	
  
Bactrajectories	
  	
  
From	
  Volcano	
  influence	
  
FUTURE	
  
Importance	
  of	
  HPC	
  
•  Increased	
  compu<ng	
  power	
  for	
  atmospheric	
  
   chemistry,	
  	
  weather	
  and	
  	
  climate	
  provided	
  
   informa<on	
  for	
  decision	
  makers,	
  scien<sts	
  and	
  
   general	
  public.	
  
•  Forecast	
  or	
  climate	
  predic<on	
  need	
  strong	
  
   scaling:	
  faster	
  nodes	
  and	
  processors,	
  not	
  more	
  of	
  
   them.	
  	
  
•  The	
  new	
  genera<ons	
  of	
  mul<-­‐	
  and	
  many-­‐core	
  
   processors	
  are	
  an	
  op<on.	
  
•  Developments	
  in	
  so`ware	
  area	
  	
  are	
  required	
  to	
  
   use	
  new	
  technologies.	
  

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Air Quality Modeling from Forecast to Climate Change

  • 1. Air  Quality  Modeling  from  Forecast   to  Climate  Change   the  need  of  HPC  and  Supercompu<ng  in  this  area   Dr.  Agus?n  García  Reynoso   Centro  de  Ciencias  de  la  Atmósfera  
  • 2. Topics   •  System  Descrip<on   •  Air  quality  forecast   •  Climate  change  and  Air  quality   •  Other  sources  evalua<on   •  Future  
  • 3. System  Descrip-on    MASTER  NODE   -­‐  2  Intel  Xeon  E5410  2.33  GHz  (4  cores  per  processor)   -­‐  8  Gb  RAM   -­‐  2  HD  1  Tb     SLAVE  NODES  (10  nodes  in  5  twins)   -­‐  2  Intel  Xeon  X5472    3.00  GHz  (4  cores  per  processor)   -­‐  16  Gb  RAM   -­‐  1  HD  250  Gb     "STORAGE"   -­‐  2  Intel  Xeon  E5462  2.80  GHz  (4  cores  per  processor)   -­‐  32  Gb    RAM   -­‐  18  Tb  storage  capacity  (7  Tb  used)   SWITCH  INFINIBAND   -­‐  Switch  24  ports  (8  free)     SWITCH  ETHERNET   -­‐  Switch  16  ports  (4  free)  
  • 4. Other  systems   1  MacPro  with  4  cores   1  MacPro  with  8  cores   1  MacPro  with  12  cores   3  iMac   Intel  compilers  icc  and  ifort  
  • 5. So`ware   •  Lunix  CENTOS,  Mac  OS  X   •  Compilers  for  C  and  Fortran  (gnu,  intel   and  portland  group)   •  Ruby,  java,  perl   •  Libraries:  netcdf,  jasper,  png,  hdf5,   openmpi,  mpich,  parallel  netcdf  
  • 7. Air  Quality  Forecast  Importance   •  In  Mexico  City  Metropolitan  Area  (MCMA)  the   ozone  levels  have  exceeded  the  standard  (110   ppb)  on  50%  of  the  days  in  2010.  The   programs  to  prevent  the  environmental   con<ngencies  are  applied  a`er  the  people   have  been  exposed  to  high  ozone  levels.     •  An  air  quality  forecast  it  is  necessary  in  order   to  reduce  exposure  to  ozone  and  other  air   pollutants  
  • 8. Use  of  WRF-­‐Chem  with  METv3  evalua-on  code  
  • 9.
  • 10. AQ  forecast  web  page   Na<onal  Level:    Ozone     Central  Mexico:    Ozone      PM2.5   hfp://www.atmosfera.unam.mx/procca/Ozono.php    
  • 11. To  Do   •  Combining  2  or  more  forecast   •  Nes<ng  domains   •  Upda<ng  emissions  inventories   from  sta<c  to  dynamic  emissions  
  • 13. Dynamic Downscaling RegCM3 is a compressible, finite difference model with hydrostatic balance and vertical sigma-coordinates. Similar a MM5 pero adaptado para estudios climáticos. Domain 2 100.6W-97.3W y 17.8N-21N Grid of 140 x 140; ds=30km Domain 1 122W-86W y 16N-32N Grid of 160 x 80; ds=30km
  • 14. Temperature  (°C).  Difference  between  reference  climatology  (1983-­‐1990)  and  scenario  (2071-­‐2073).    
  • 15. Ozone  reduc<on  in  Central  Mexico   under  a  climate  scenario  
  • 18. Emissions  MCMA   200 O3 EAC RAMA 150 MCCM ppb 100 50 0 12:00 AM 12:00 PM 12:00 AM 12:00 PM 12:00 AM 4/14/07 4/15/07 4/16/07 dat 200 O3 TLA RAMA MCCM 150 ppb 100 50 0 12:00 AM 12:00 PM 12:00 AM 12:00 PM 12:00 AM 4/14/07 4/15/07 4/16/07 dat 200 O3 CUA RAMA MCCM 150 ppb 100 50 0 12:00 AM 12:00 PM 12:00 AM 12:00 PM 12:00 AM 4/14/07 4/15/07 4/16/07 dat
  • 19. Emissions  MCMA  +  Toluca   200 O3 EAC RAMA MCCM 150 ppb 100 50 0 12:00 PM 12:00 AM 12:00 PM 12:00 AM 12:00 PM 12:00 AM 4/13/07 4/14/07 4/15/07 4/16/07 200 dat O3 TLA RAMA MCCM 150 ppb 100 50 0 12:00 PM 12:00 AM 12:00 PM 12:00 AM 12:00 PM 12:00 AM 4/13/07 4/14/07 4/15/07 4/16/07 dat 200 O3 CUA RAMA MCCM 150 ppb 100 50 0 12:00 PM 12:00 AM 12:00 PM 12:00 AM 12:00 PM 12:00 AM 4/13/07 4/14/07 4/15/07 4/16/07 dat
  • 20. Emissions  MCMA   200 O3 EAC RAMA 150 MCCM ppb 100 50 0 12:00 AM 12:00 PM 12:00 AM 12:00 PM 12:00 AM 4/14/07 4/15/07 4/16/07 dat 200 O3 TLA RAMA MCCM 150 ppb 100 50 0 12:00 AM 12:00 PM 12:00 AM 12:00 PM 12:00 AM 4/14/07 4/15/07 4/16/07 dat 200 O3 CUA RAMA MCCM 150 ppb 100 50 0 12:00 AM 12:00 PM 12:00 AM 12:00 PM 12:00 AM 4/14/07 4/15/07 4/16/07 dat
  • 22. Bactrajectories     From  Volcano  influence  
  • 23.
  • 24.
  • 26. Importance  of  HPC   •  Increased  compu<ng  power  for  atmospheric   chemistry,    weather  and    climate  provided   informa<on  for  decision  makers,  scien<sts  and   general  public.   •  Forecast  or  climate  predic<on  need  strong   scaling:  faster  nodes  and  processors,  not  more  of   them.     •  The  new  genera<ons  of  mul<-­‐  and  many-­‐core   processors  are  an  op<on.   •  Developments  in  so`ware  area    are  required  to   use  new  technologies.