Colberg, Sandery, Sakov, Freeman, Sakova, Allen,...
Transcript of Colberg, Sandery, Sakov, Freeman, Sakova, Allen,...
An integrated catchment and coastal
forecasting system for the Great Barrier Reef
Brassington, Tuteja, Stuart, TreleavenColberg, Sandery, Sakov, Freeman, Sakova, Allen, Laugesen,
Brinkman, Tonin, Beaman, Wilkin
ACOMO, Canberra, Oct 2016
Mechanical stress
Thermal stress
Water quality stress
pH stress
Multiple and integrated stress
NTCAusWAVE
NTCAusWAVE eReefs
Coastal ocean prediction system – design decisions
PHYSICAL OCEANOGRAPHY – first system• Physical ocean – feasible/mature (apply methodologies from BLUElink)• Adoption of ROMS (non-trivial decision)• BGC – maturing/R&D challenge (CSIRO making good progress)• River discharge volume• River nutrients modelled by passive tracers/Lagrange particles
500m
4km
SST
• ROMS-FC: • 4km: 512x128x30 ~2,000,000
• ROMS-HR:• 500m: 4327x1565x25 ~ 170,000,000
Simulations:1. Hindcast (2006 -2011)2. Nature run (2009-2011)3. Reanalysis EnOI/ EnKF
(2006 -2011)
Swaines
Palm Passage
Elusive Reef
• Bathymetry – blended product• GBR 100 (Rob Beaman, JCU)• GA Plus 250m (James Daniell)• GA 250m (Whitewell)
Model configuration
Hindcast simulations
Himawari-8 night-time composite9 Jan 2016
Modelled circulation
Yongala
Palm passage
Capricorn channel
Elusive reef
OB
SO
BS
MO
DE
LM
OD
EL
OB
SO
BS
MO
DE
LM
OD
EL
ROMS-HR +CFSR vs QIMOS/AIMS moorings
PHYSICAL OCEANOGRAPHY – first system• Physical ocean – feasible/mature (apply methodologies from BLUElink)• Adoption of ROMS (non-trivial decision)• BGC – immature/R&D challenge (CSIRO making good progress)• River nutrients modelled by passive tracers/Lagrange particles
OBSERVING SYSTEM• Real-time observations (deep water) - feasible• Lagoon observations – limited (R/T) require enhancement (Himawari-8, TGs)
Coastal ocean prediction system – design decisions
Observations – real-time and delayed
Himarwari-8
PHYSICAL OCEANOGRAPHY – first system• Physical ocean – feasible/mature (apply methodologies from BLUElink)• Adoption of ROMS (non-trivial decision)• BGC – immature/R&D challenge (CSIRO making good progress)• River nutrients modelled by passive tracers/Lagrange particles
OBSERVING SYSTEM• Real-time observations (deep water) - feasible• Lagoon observations – limited (R/T) require enhancement (Himawari-8, TGs)• Predictability transition (forced shallow chaotic shelf break)
Coastal ocean prediction system – design decisions
Is the GBR well mixed?
Is the GBR well mixed ?
Sandery et al., 10 yr GBR reanalysisMonthly correlation SST to BT
PHYSICAL OCEANOGRAPHY – first system• Physical ocean – feasible/mature (apply methodologies from BLUElink)• Adoption of ROMS (non-trivial decision)• BGC – immature/R&D challenge (CSIRO making good progress)• River nutrients modelled by passive tracers/Lagrange particles
OBSERVING SYSTEM• Real-time observations (deep water) - feasible• Lagoon observations – limited (R/T) require enhancement• Predictability transition (forced shallow chaotic shelf break)
DATA ASSIMILATION/ENSEMBLE FORECASTING• Ensemble KF vs Ensemble OI (not exploiting ROMS adjoint capability)
• Sample atmospheric forecast uncertainty• Sample river discharge uncertainty
FORCING SYSTEM• BRAN/OceanMAPS + TIDES• ACCESS-R + Ensemble perturbations• RIVER DISCHARGE (VOLUME + LOADS)
Coastal ocean prediction system – design decisions
Coastal ocean – reanalysis
IMOS ABOM GHRSST AVHRR L3S night time analysis
Daily mean from 3-day forecast with overlay of unassimilated super observations
21 May 2009
Coastal ocean – reanalysis
IMOS SRS ocean colour centred 3 day composite image from Aqua
satellite
Daily mean from 3-day forecast with overlay of unassimilated super observations
Catchment monitoring
Great Barrier Reef Catchment Loads Monitoring Program (Australian and Queensland Govt.)
eReefs catchment forecasts will use near real time rainfall and water level stations
25 eReefs catchments~ 25 water quality monitoring locations
across the Reef catchments
Catchment modeling
Water forecasts for most catchments meet performance benchmark (1st
stage – whole of catchment, daily)
Fitzroy at Rockhampton
Measured TSS (mg L-1
)
0 200 400 600 800 1000 1200 1400
Estim
ate
d T
SS
(m
g L
-1)
0
500
1000
1500
Mean prediction
1 to 1
5%
95%
Multivariate regression model for 7 water quality constituents (TSS, DIN, PN, DIP, PP, DON and DOP)
Reasonably good performance except for very few outliers
Catchment system
eReefs
Catchment
Modelling
System
Daily forecasts (25)
ROMS
SHOC/RECOM
Operation-ready
registered user website
Derived web products
Water quality forecasts
Web and Data Services
BGC
Select
“best”
forecastHourly forecasts
(ungauged areas)
Hourly forecasts
(7 catchments)
Catchment forecast services (daily updates)
Water quantity forecast Water quality forecast
Verification: water quantityVerification: water quality (annual load)
ROMS-FC
ROMS-HR
Yellow: Catchment locationsRed: River mouth locations
• Methodology• Explicit modelling of estuaries • (1) Aim to preserve river volume• Balance between model stability and (1)
River channels
Coastal ocean – river plumes
Upper: Modelled surface passive tracer (left) and associated age (right) are shown.
Lower: Surface salinity (left) and SST (right) during flooding period.
• Movement over reef northward. Further to the east southward movement within the EAC.
• River plumes tend to turn left hence moving northward over the southern hemisphere
• During this event, 2 westerly wind burst occur that advect the plume to the east
eReefs Marine Water Quality DashboardIndicator: Chlorophyll-a concentration (Chl)
Date: W08 2009 (16/02/2009 - 22/02/2009)
100 km
Bright Earth e-Atlas Basemap v1.0 (AIMS, GBRMPA, JCU, DSITIA, GA, UCSD, NASA, OSM, ESRI) CC BY
Print - Map http://www.bom.gov.au/marinewaterquality/
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eReefs Marine Water Quality DashboardIndicator: Chlorophyll-a concentration (Chl)
Date: W09 2009 (23/02/2009 - 01/03/2009)
100 km
Bright Earth e-Atlas Basemap v1.0 (AIMS, GBRMPA, JCU, DSITIA, GA, UCSD, NASA, OSM, ESRI) CC BY
Print - Map http://www.bom.gov.au/marinewaterquality/
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Burdekin river plume - 2009
16 F
EB
-22 F
EB
23 F
EB
-1 M
AR
Burdekin flood 2009
Integrated system – next steps
DEC 2017
JUN 2017
DEC 2016
Release of GBR Nature run Release of GBR reanalysis 1.0 => Draft paperHimawari-8 merged L2P data + Quality control
GBR reanalysis 2.0 [ROMS(4km)+EnKF]Forecast system [ROMS(4km)+EnKF+ACCESS]
Hindcast trial - ROMS(4km)+EnKF+ACCESSProbabilistic river tracer concentration mapsRiver particle density maps