fei chai, peng xiu, enrique curchitser pacific ocean roms ... · fei chai, peng xiu, enrique...

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1 Pacific Ocean ROMS-CoSiNE Modeling (12-km) Incorporating optics into ROMS-CoSiNE-EcoLight Future predications for CCS based on GFDL/ESM-ROMS-CoSiNE Future changes of nutrient dynamics and biological productivity in California Current System Fei Chai, Peng Xiu, Enrique Curchitser

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Page 1: Fei Chai, Peng Xiu, Enrique Curchitser Pacific Ocean ROMS ... · Fei Chai, Peng Xiu, Enrique Curchitser . 1860 - 1900 2081 - 2120 Difference Temperature (0-200m) NO3 (0-200m) Primary

1

Pacific Ocean ROMS-CoSiNE Modeling (12-km) Incorporating optics into ROMS-CoSiNE-EcoLight Future predications for CCS based on

GFDL/ESM-ROMS-CoSiNE

Future changes of nutrient dynamics and biological productivity in California Current System

Fei Chai, Peng Xiu, Enrique Curchitser

Page 2: Fei Chai, Peng Xiu, Enrique Curchitser Pacific Ocean ROMS ... · Fei Chai, Peng Xiu, Enrique Curchitser . 1860 - 1900 2081 - 2120 Difference Temperature (0-200m) NO3 (0-200m) Primary

Regional Ocean Model System (ROMS) 1/8 deg. (~12km)

(Chai et al., 2002, 2003, 2007, 2009; Fujii and Chai, 2007; Liu and Chai, 2009; Xiu and Chai, 2011, Palacz et al., 2011, Xu et al., 2013, Xiu and Chai, 2013, 2014)

Carbon, Silicate, Nitrogen Ecosystem Model (CoSiNE-13)

Page 3: Fei Chai, Peng Xiu, Enrique Curchitser Pacific Ocean ROMS ... · Fei Chai, Peng Xiu, Enrique Curchitser . 1860 - 1900 2081 - 2120 Difference Temperature (0-200m) NO3 (0-200m) Primary

Regional Ocean Model System (ROMS) 1/8 deg. (~12km)

(Chai et al., 2002, 2003, 2007, 2009; Fujii and Chai, 2007; Liu and Chai, 2009; Xiu and Chai, 2011, Palacz et al., 2011, Xu et al., 2013, Xiu and Chai, 2013, 2014)

Carbon, Silicate, Nitrogen Ecosystem Model (CoSiNE-13)

Page 4: Fei Chai, Peng Xiu, Enrique Curchitser Pacific Ocean ROMS ... · Fei Chai, Peng Xiu, Enrique Curchitser . 1860 - 1900 2081 - 2120 Difference Temperature (0-200m) NO3 (0-200m) Primary

Phytoplankton  Comparison  (1998-­‐2007)SeaWiFS ChlorophyllModeled Chlorophyll

SeaWiFS Phytoplankton CarbonModeled Phytoplankton Carbon

Xiu & Chai

JGR,2012

Page 5: Fei Chai, Peng Xiu, Enrique Curchitser Pacific Ocean ROMS ... · Fei Chai, Peng Xiu, Enrique Curchitser . 1860 - 1900 2081 - 2120 Difference Temperature (0-200m) NO3 (0-200m) Primary

IOPs  Comparison  (1998-­‐2007)SeaWiFS (QAA) aph (443 nm)Modeled aph (440 nm)

SeaWiFS (QAA) acdom+det (412 nm)Modeled acdom+det (410 nm)

SeaWiFS (QAA) bbp (555 nm)Modeled bbp (550 nm)

Xiu & Chai 2012, JGR

Page 6: Fei Chai, Peng Xiu, Enrique Curchitser Pacific Ocean ROMS ... · Fei Chai, Peng Xiu, Enrique Curchitser . 1860 - 1900 2081 - 2120 Difference Temperature (0-200m) NO3 (0-200m) Primary

January 2015

along ch

annel

12

34

periodic along-

40 km along-channel

80 km cross-channel

Idealized ROMS 3D Channel Geometry and

Configuration

Example simulations for an idealized upwelling-

downwelling

Page 7: Fei Chai, Peng Xiu, Enrique Curchitser Pacific Ocean ROMS ... · Fei Chai, Peng Xiu, Enrique Curchitser . 1860 - 1900 2081 - 2120 Difference Temperature (0-200m) NO3 (0-200m) Primary

CoSiNE-­‐Op?cs-­‐EcoLight

ROMS-­‐CoSiNE

Op?cal  Module

Chl,  CDOM,detritus

Kpar

Inherent  Op?cal    Proper?es  (IOPs)

Satellite  data  QAA,  GSM….

IOPs  Comparison

Seawater  op?cal  proper?es

Photo-­‐Acclima?on

Carbon  Nitrogen  

Chlorophyll

ComparisonBiological

Radia?ve  Transfer  Model  (EcoLight)

PAR  (400  nm  to  700  nm)  Short  Wave  Radia?on  (400  to  1000)

Page 8: Fei Chai, Peng Xiu, Enrique Curchitser Pacific Ocean ROMS ... · Fei Chai, Peng Xiu, Enrique Curchitser . 1860 - 1900 2081 - 2120 Difference Temperature (0-200m) NO3 (0-200m) Primary

CoSiNE-­‐Op?cs-­‐EcoLight

ROMS-­‐CoSiNE

Op?cal  Module

Chl,  CDOM,detritus

Kpar

Inherent  Op?cal    Proper?es  (IOPs)

Satellite  data  QAA,  GSM….

IOPs  Comparison

Seawater  op?cal  proper?es

Photo-­‐Acclima?on

Carbon  Nitrogen  

Chlorophyll

ComparisonBiological

Radia?ve  Transfer  Model  (EcoLight)

PAR  (400  nm  to  700  nm)  Short  Wave  Radia?on  (400  to  1000)

Page 9: Fei Chai, Peng Xiu, Enrique Curchitser Pacific Ocean ROMS ... · Fei Chai, Peng Xiu, Enrique Curchitser . 1860 - 1900 2081 - 2120 Difference Temperature (0-200m) NO3 (0-200m) Primary

Hydrodynamics,  thermodynamics,  and  biology  are  fully  coupled  via  EcoLight,  RTE  solu<on  from  400-­‐1000  nm

Thermodynamics  with  Paulson  &  Simpson  short  wave  radia?on  model.  Biology  with  analy?c  PAR(z)  light  model.  There  is  no  feedback  from  biology  to  physics

Original  ROMS-­‐CoSiNE  Model New  ROMS-­‐CoSiNE-­‐EcoLight  Model

Coupling  Hydrodynamics,  Biology,  and  Op8cs

Page 10: Fei Chai, Peng Xiu, Enrique Curchitser Pacific Ocean ROMS ... · Fei Chai, Peng Xiu, Enrique Curchitser . 1860 - 1900 2081 - 2120 Difference Temperature (0-200m) NO3 (0-200m) Primary

Hydrodynamics,  thermodynamics,  and  biology  are  fully  coupled  via  EcoLight,  RTE  solu<on  from  400-­‐1000  nm

Thermodynamics  with  Paulson  &  Simpson  short  wave  radia?on  model.  Biology  with  analy?c  PAR(z)  light  model.  There  is  no  feedback  from  biology  to  physics

Original  ROMS-­‐CoSiNE  Model New  ROMS-­‐CoSiNE-­‐EcoLight  Model

Coupling  Hydrodynamics,  Biology,  and  Op8cs

Page 11: Fei Chai, Peng Xiu, Enrique Curchitser Pacific Ocean ROMS ... · Fei Chai, Peng Xiu, Enrique Curchitser . 1860 - 1900 2081 - 2120 Difference Temperature (0-200m) NO3 (0-200m) Primary
Page 12: Fei Chai, Peng Xiu, Enrique Curchitser Pacific Ocean ROMS ... · Fei Chai, Peng Xiu, Enrique Curchitser . 1860 - 1900 2081 - 2120 Difference Temperature (0-200m) NO3 (0-200m) Primary
Page 13: Fei Chai, Peng Xiu, Enrique Curchitser Pacific Ocean ROMS ... · Fei Chai, Peng Xiu, Enrique Curchitser . 1860 - 1900 2081 - 2120 Difference Temperature (0-200m) NO3 (0-200m) Primary
Page 14: Fei Chai, Peng Xiu, Enrique Curchitser Pacific Ocean ROMS ... · Fei Chai, Peng Xiu, Enrique Curchitser . 1860 - 1900 2081 - 2120 Difference Temperature (0-200m) NO3 (0-200m) Primary

9

Pacific Ocean ROMS-CoSiNE Modeling (12-km) Incorporating optics into ROMS-CoSiNE-EcoLight

Future predications for CCS based on GFDL/ESM-ROMS-CoSiNE

Future changes of nutrient dynamics and biological productivity in California Current System

Fei Chai, Peng Xiu, Enrique Curchitser

Page 15: Fei Chai, Peng Xiu, Enrique Curchitser Pacific Ocean ROMS ... · Fei Chai, Peng Xiu, Enrique Curchitser . 1860 - 1900 2081 - 2120 Difference Temperature (0-200m) NO3 (0-200m) Primary

1860 - 1900

2081 - 2120

Difference

Temperature (0-200m) NO3 (0-200m) Primary Production

Rykaczewski and Dunne, GRL, 2010

Page 16: Fei Chai, Peng Xiu, Enrique Curchitser Pacific Ocean ROMS ... · Fei Chai, Peng Xiu, Enrique Curchitser . 1860 - 1900 2081 - 2120 Difference Temperature (0-200m) NO3 (0-200m) Primary

GFDL-ESM to ROMS-CoSiNE

Courtesy of Enrique Curchitser

One-way downscaling

For this talk:

Page 17: Fei Chai, Peng Xiu, Enrique Curchitser Pacific Ocean ROMS ... · Fei Chai, Peng Xiu, Enrique Curchitser . 1860 - 1900 2081 - 2120 Difference Temperature (0-200m) NO3 (0-200m) Primary

Comparing  two  periods  (20  years) Forced  with  RCP  8.5  from  GFDL-­‐ESM2M

1990-­‐2009    VS.    2030-­‐2049  

Difference  =  AVG(2030~2049)  –  AVG(1990~2009  )

Temperature  Comparison  in  CCS

Page 18: Fei Chai, Peng Xiu, Enrique Curchitser Pacific Ocean ROMS ... · Fei Chai, Peng Xiu, Enrique Curchitser . 1860 - 1900 2081 - 2120 Difference Temperature (0-200m) NO3 (0-200m) Primary

Comparison  of  Temperature  and  Stratification  Difference  =  (2030-­‐2049)  -­‐  (1990-­‐2009)

SST Increase Stratification (N2)Enhanced

Page 19: Fei Chai, Peng Xiu, Enrique Curchitser Pacific Ocean ROMS ... · Fei Chai, Peng Xiu, Enrique Curchitser . 1860 - 1900 2081 - 2120 Difference Temperature (0-200m) NO3 (0-200m) Primary

Comparison  of  Nutrients  and  Primary  Production  Difference  =  (2030-­‐2049)  -­‐  (1990-­‐2009)

NO3Increase

warm colors

SiO4Increase

morewarm colors

DecreaseDecrease

warmingmore

SST Increase

Primary Production

Increase

Decrease

Page 20: Fei Chai, Peng Xiu, Enrique Curchitser Pacific Ocean ROMS ... · Fei Chai, Peng Xiu, Enrique Curchitser . 1860 - 1900 2081 - 2120 Difference Temperature (0-200m) NO3 (0-200m) Primary

Comparison  of  Nutricline  Depth  (NO3  and  SiO4)  Difference  =  (2030-­‐2049)  -­‐  (1990-­‐2009)

NO3  Nutricline SiO4  Nutricline

Nutricline  become  shallower  in  most  areas,  more  so  for  silicate  than  nitrate  

Offshore  region  in  the  north,  nutricline  deepens

Page 21: Fei Chai, Peng Xiu, Enrique Curchitser Pacific Ocean ROMS ... · Fei Chai, Peng Xiu, Enrique Curchitser . 1860 - 1900 2081 - 2120 Difference Temperature (0-200m) NO3 (0-200m) Primary

Plankton  Biomass  Comparions:  (2030-­‐49)  -­‐  (1990-­‐09)

Small  Phyto. Diatoms

Microzoo MesozooMesozoo  increase    more    

near  -­‐shore

Change  in    opposite  direction

Microzoo  increase    more    

off-­‐shore

Page 22: Fei Chai, Peng Xiu, Enrique Curchitser Pacific Ocean ROMS ... · Fei Chai, Peng Xiu, Enrique Curchitser . 1860 - 1900 2081 - 2120 Difference Temperature (0-200m) NO3 (0-200m) Primary

positive  

Along  shore  wind

1990-­‐09

Wind  stress  curl

1990-­‐09

DIFF  =  (2039-­‐49)-­‐  (1990-­‐09)  

DIFF  =  (2039-­‐49)-­‐  (1990-­‐09)  

Increase    near  coast    

more  upwelling

Decrease    offshore    less  

upwelling

Increase    near  coast    

more  upwelling

Page 23: Fei Chai, Peng Xiu, Enrique Curchitser Pacific Ocean ROMS ... · Fei Chai, Peng Xiu, Enrique Curchitser . 1860 - 1900 2081 - 2120 Difference Temperature (0-200m) NO3 (0-200m) Primary

positive  

Along  shore  wind

1990-­‐09

Wind  stress  curl

1990-­‐09

DIFF  =  (2039-­‐49)-­‐  (1990-­‐09)  

DIFF  =  (2039-­‐49)-­‐  (1990-­‐09)  

Increase    near  coast    

more  upwelling

Decrease    offshore    less  

upwelling

Increase    near  coast    

more  upwelling

Page 24: Fei Chai, Peng Xiu, Enrique Curchitser Pacific Ocean ROMS ... · Fei Chai, Peng Xiu, Enrique Curchitser . 1860 - 1900 2081 - 2120 Difference Temperature (0-200m) NO3 (0-200m) Primary

Future  climate  change  impact  on  upwelling  systems

Bakun  et  al.  2015  

Bakun  Hypothesis  

Poleward  migration  of  pressure  systems  

Enhancement  of    land-­‐ocean  

thermal  contrast    along  the  coast  

Page 25: Fei Chai, Peng Xiu, Enrique Curchitser Pacific Ocean ROMS ... · Fei Chai, Peng Xiu, Enrique Curchitser . 1860 - 1900 2081 - 2120 Difference Temperature (0-200m) NO3 (0-200m) Primary

%  =  [AVG(2030-­‐49)  –  AVG(1990-­‐09  )]  /AVG(1990-­‐09  )

Vertical  Nutrient  Flux  Calculations

change  (%) W NO3 SIO4

100  m 5.6% 9.9% 24%

200  m 21.3% 5.7% 18.8%

300  m -­‐4.0% 2.9% 14.8%

Changes  of  Vertical  Velocity  (W)  and  NO3  and  SiO4  in  region  2  and  3,  during  April-­‐July

23

Page 26: Fei Chai, Peng Xiu, Enrique Curchitser Pacific Ocean ROMS ... · Fei Chai, Peng Xiu, Enrique Curchitser . 1860 - 1900 2081 - 2120 Difference Temperature (0-200m) NO3 (0-200m) Primary

Annual  Mean  NO3  Flux  (0-­‐200m)  (kmol/s)

2.95

2.33 1.472.00

1.360.92

1990-­‐2009

-­‐0.01 0.30

Upwelling

0.250.26

Mixing

Net  NO3  to    Region  2  &  3:  

Difference  =  1    (4.14  -­‐  3.13)  

Rykaczewski and Dunne GRL, 2010

2030-­‐2049

Page 27: Fei Chai, Peng Xiu, Enrique Curchitser Pacific Ocean ROMS ... · Fei Chai, Peng Xiu, Enrique Curchitser . 1860 - 1900 2081 - 2120 Difference Temperature (0-200m) NO3 (0-200m) Primary

Annual  Mean  NO3  Flux  (0-­‐200m)  (kmol/s)

2.95

2.33 1.472.00

1.360.92

1990-­‐2009

-­‐0.01 0.30

Upwelling

0.250.26

Mixing

Net  NO3  to    Region  2  &  3:  

Difference  =  1    (4.14  -­‐  3.13)  

Rykaczewski and Dunne GRL, 2010

2030-­‐2049

Page 28: Fei Chai, Peng Xiu, Enrique Curchitser Pacific Ocean ROMS ... · Fei Chai, Peng Xiu, Enrique Curchitser . 1860 - 1900 2081 - 2120 Difference Temperature (0-200m) NO3 (0-200m) Primary

Annual  Mean  NO3  Flux  (0-­‐200m)  (kmol/s)

2.95

2.33 1.472.00

1.360.92

1990-­‐2009

-­‐0.01 0.30

Upwelling

0.250.26

Mixing

Net  NO3  to    Region  2  &  3:  

Difference  =  1    (4.14  -­‐  3.13)  

Rykaczewski and Dunne GRL, 2010

2030-­‐2049

Page 29: Fei Chai, Peng Xiu, Enrique Curchitser Pacific Ocean ROMS ... · Fei Chai, Peng Xiu, Enrique Curchitser . 1860 - 1900 2081 - 2120 Difference Temperature (0-200m) NO3 (0-200m) Primary

Increasing  EKE  in  the  central    offshore  potentially  enhancing    upper  water  nutrients

Eddy  Kinetic  Energy  (EKE)  Difference  =  (2030-­‐49)  -­‐  (1990-­‐09)

Page 30: Fei Chai, Peng Xiu, Enrique Curchitser Pacific Ocean ROMS ... · Fei Chai, Peng Xiu, Enrique Curchitser . 1860 - 1900 2081 - 2120 Difference Temperature (0-200m) NO3 (0-200m) Primary

Increasing  EKE  in  the  central    offshore  potentially  enhancing    upper  water  nutrients

Eddy  Kinetic  Energy  (EKE)  Difference  =  (2030-­‐49)  -­‐  (1990-­‐09)

Page 31: Fei Chai, Peng Xiu, Enrique Curchitser Pacific Ocean ROMS ... · Fei Chai, Peng Xiu, Enrique Curchitser . 1860 - 1900 2081 - 2120 Difference Temperature (0-200m) NO3 (0-200m) Primary

Increasing  EKE  in  the  central    offshore  potentially  enhancing    upper  water  nutrients

Eddy  Kinetic  Energy  (EKE)  Difference  =  (2030-­‐49)  -­‐  (1990-­‐09)

Page 32: Fei Chai, Peng Xiu, Enrique Curchitser Pacific Ocean ROMS ... · Fei Chai, Peng Xiu, Enrique Curchitser . 1860 - 1900 2081 - 2120 Difference Temperature (0-200m) NO3 (0-200m) Primary

22

Summary for future predications of CCS

• One-­‐way  downscaling  higher  resolution  coastal  model  yield  more  information  for  regional  difference    

• In  the  central  and  southern  coast,  increase  wind  and  wind  stress  curl  lead  to  stronger  upwelling;  upwelled  nutrients  also  increased  due  to  warming  and  stratification  in  the  open  ocean  which  transport  to  the  CCS  

• Primary  production  increase  due  to  more  nutrients  to  CCS,  diatoms  and  meso-­‐zooplankton  increase  more  near  shore  

• Increased  eddy  activity  offshore  along  with  decreased  wind  stress  curl  enhance  nutrient  supply  to  the  upper  ocean  

• For  the  northern  CCS,  changing  in  wind  stress  curl  lead  to  more  downwelling,  which  leads  to  decrease  of  nutrient