SlideShare a Scribd company logo
Annette Samuelsen, Caglar Yumruktepe, Tsuyoshi Wakamatsu and
Laurent Bertino, NERSC; Ute Daewel, HZG; Arne Melsom, MET
Norway
O p e r a t i o n a l b i o g e o c h e m i c a l
m o d e l i n g i n t h e A r c t i c
B i o m o d e l p r o d u c t s
TOPAZ: The ArcMFC forecasting
system
B i o m o d e l p r o d u c t s
Forecasting system - present
Ocean model: HYCOM ~12 km resolution
Biogeochemical model: ECOSMO ~12 km resolution
Assimilations: As in the physical forecast – physical variables only
River runoff: Climatology from hydrological model
River nutrient load: Annual values from a global model
Forecast length: 10 days
B i o m o d e l p r o d u c t s
Biogeochemical model
Operational since April 2017
B i o m o d e l p r o d u c t s
0o
15o
E 30o
E 45o
E
64o
N
68o
N
72
o
N
76
o
N
80o
N
50
100
150
200
250
300
350
M o d e l e v a l u a t i o n :
h i n d c a s t
In-situ observations (colorscale -
day of year):
Observed annually:
Nutrients (Si, Pho, N)
Chlorphyll
Oxygen
Salinity
Temprature
B i o m o d e l p r o d u c t s
M o d e l e v a l u a t i o n :
h i n d c a s t v s . c l i m a t o l o g y
B i o m o d e l p r o d u c t s
M o d e l e v a l u a t i o n : r e a l - t i m e
http://cmems.met.no/ARC-
MFC/V2Validation/chlA/index.h
tml
B i o m o d e l p r o d u c t s
• Nitrate
• Silicate
• Phosphate
• Oxygen
• Chlorophyll
• Phytoplankton biomass
• Light attenuation
• Gross primary production
• Flux of organic matter to the sea floor
• Zooplankton biomass
C h e m i c a l & b i o l o g i c a l v a r i a b l e s
i n t h e f o r e c a s t
C
o
n
f
i
d
e
n
c
e
B i o m o d e l p r o d u c t s
Forecasting system – future (2021)
Ocean model: HYCOM ~6 km resolution
Biogeochemical model: ECOSMO ~6 km resolution
Both physical and biogeochemical model nested into the global operational
model.
River runoff: HYPE + runoff from Greenland
River nutrient load: Annual values from a global model
Model includes atmospheric nutrient deposition.
Assimilation: Nudging towards satellite derived chlorophyll, No physical
assimilation
Products will include carbon chemistry (pH, ALK, pCO2)
Forecast length: 10 days
B i o m o d e l p r o d u c t s
Biogeochemical reanalysis –
present (pilot)
Ocean model: HYCOM ~30 km resolution
Biogeochemical model: NORWECOM ~30 km resolution
Assimilations: Temperature, salinity, chlorophyll (EnKF)
Joint state-parameter estimation.
River runoff: Climatology from hydrological model
River nutrient load: Annual values from a global model
Reanalysis period 2007-2010
B i o m o d e l p r o d u c t s
Joint state-
parameter
estimation
Assimilated,
temerature,
salinity and
ocean color
B i o m o d e l p r o d u c t s
Assimilating
physics only
Assimilating
physics +
chlorophyll
Evalu ation of
rean alysis
again st
independent
obser vation s
B i o m o d e l p r o d u c t s
Biogeochemical reanalysis - future
Ocean model: HYCOM ~30 km resolution
Biogeochemical model: ECOSMO ~30 km resolution
Assimilations: Chlorophyll, nitrate, phosphate, silicate, no
temperature and salinity
Using EnKF + smoother
Joint state-parameter estimation.
River runoff: Climatology from hydrological model
River nutrient load: Annual values from a global model
Reanalysis period 2007-2017
0o
15o
E 30o
E 45o
E
64o
N
68o
N
72o
N
76o
N
80o
N
50
100
150
200
250
300
350
B i o m o d e l p r o d u c t s
Validation results – updated reanalysis
(Barents Sea)
Samuelsen arcmfc bgc_overview

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Samuelsen arcmfc bgc_overview

  • 1. Annette Samuelsen, Caglar Yumruktepe, Tsuyoshi Wakamatsu and Laurent Bertino, NERSC; Ute Daewel, HZG; Arne Melsom, MET Norway O p e r a t i o n a l b i o g e o c h e m i c a l m o d e l i n g i n t h e A r c t i c
  • 2. B i o m o d e l p r o d u c t s TOPAZ: The ArcMFC forecasting system
  • 3. B i o m o d e l p r o d u c t s Forecasting system - present Ocean model: HYCOM ~12 km resolution Biogeochemical model: ECOSMO ~12 km resolution Assimilations: As in the physical forecast – physical variables only River runoff: Climatology from hydrological model River nutrient load: Annual values from a global model Forecast length: 10 days
  • 4. B i o m o d e l p r o d u c t s Biogeochemical model Operational since April 2017
  • 5. B i o m o d e l p r o d u c t s 0o 15o E 30o E 45o E 64o N 68o N 72 o N 76 o N 80o N 50 100 150 200 250 300 350 M o d e l e v a l u a t i o n : h i n d c a s t In-situ observations (colorscale - day of year): Observed annually: Nutrients (Si, Pho, N) Chlorphyll Oxygen Salinity Temprature
  • 6. B i o m o d e l p r o d u c t s M o d e l e v a l u a t i o n : h i n d c a s t v s . c l i m a t o l o g y
  • 7. B i o m o d e l p r o d u c t s M o d e l e v a l u a t i o n : r e a l - t i m e http://cmems.met.no/ARC- MFC/V2Validation/chlA/index.h tml
  • 8. B i o m o d e l p r o d u c t s • Nitrate • Silicate • Phosphate • Oxygen • Chlorophyll • Phytoplankton biomass • Light attenuation • Gross primary production • Flux of organic matter to the sea floor • Zooplankton biomass C h e m i c a l & b i o l o g i c a l v a r i a b l e s i n t h e f o r e c a s t C o n f i d e n c e
  • 9. B i o m o d e l p r o d u c t s Forecasting system – future (2021) Ocean model: HYCOM ~6 km resolution Biogeochemical model: ECOSMO ~6 km resolution Both physical and biogeochemical model nested into the global operational model. River runoff: HYPE + runoff from Greenland River nutrient load: Annual values from a global model Model includes atmospheric nutrient deposition. Assimilation: Nudging towards satellite derived chlorophyll, No physical assimilation Products will include carbon chemistry (pH, ALK, pCO2) Forecast length: 10 days
  • 10. B i o m o d e l p r o d u c t s Biogeochemical reanalysis – present (pilot) Ocean model: HYCOM ~30 km resolution Biogeochemical model: NORWECOM ~30 km resolution Assimilations: Temperature, salinity, chlorophyll (EnKF) Joint state-parameter estimation. River runoff: Climatology from hydrological model River nutrient load: Annual values from a global model Reanalysis period 2007-2010
  • 11. B i o m o d e l p r o d u c t s Joint state- parameter estimation Assimilated, temerature, salinity and ocean color
  • 12. B i o m o d e l p r o d u c t s Assimilating physics only Assimilating physics + chlorophyll Evalu ation of rean alysis again st independent obser vation s
  • 13. B i o m o d e l p r o d u c t s Biogeochemical reanalysis - future Ocean model: HYCOM ~30 km resolution Biogeochemical model: ECOSMO ~30 km resolution Assimilations: Chlorophyll, nitrate, phosphate, silicate, no temperature and salinity Using EnKF + smoother Joint state-parameter estimation. River runoff: Climatology from hydrological model River nutrient load: Annual values from a global model Reanalysis period 2007-2017 0o 15o E 30o E 45o E 64o N 68o N 72o N 76o N 80o N 50 100 150 200 250 300 350
  • 14. B i o m o d e l p r o d u c t s Validation results – updated reanalysis (Barents Sea)