Upload
others
View
0
Download
0
Embed Size (px)
Citation preview
GODAE OceanView Symposium, Hilton Baltimore, 4-6 November 2013
GODAE OceanView Symposium, Hilton Baltimore, 4-6 November 2013
Fraser Davidson DFO, NAFC
G. Smith, Y. Lu, D. Dumont, B. Tremblay, J-F Lemieux, H. Ritchie, F Roy,Y Liu, F Dupont,, C Beaudoin, Mathieu Chevalier, G Garric, C-E Testut, P Pellerin and the rest of the CONCEPTS Team
Meteorological Research Division, Environment Canada
Meteorological Service of Canada, Environment Canada
Science Branch, Department of Fisheries and Oceans Canada Mercator-Océan, Toulouse, France
www.godae-oceanview.org
CONCEPTS Regional Ocean Forecast System Development
GODAE OceanView Symposium, Hilton Baltimore, 4-6 November 2013
Canada requires regional ice-ocean-atmosphere forecasts and information services for:
• Improvements to regional/global weather forecasts days/seasons are expected.
• Canadian Ice Service & Canadian Coast Guard Ice Operations
• Fisheries and aquaculture management • Interpreting biological observations • Regional climate change impacts • Risk assessments for extreme events • Emergency response: Search and Rescue,
dispersion of pollutants • Offshore Oil and Gas Industry. Fog prediction,
Pack Ice and Iceberg Management, Deep Water Riser Vibration Prediction, Site planning, Deep well blow outs
GODAE OceanView Symposium, Hilton Baltimore, 4-6 November 2013
Outline
• Overall Goal
• From RIPS to RIOPS
• RIOPS
– Tuning (ice – ocean model)
– Validation
– Atmospheric coupling and high res winds
– Ice model improvements
• Downscalling
• Summary/COSS Themes/Outlook
GODAE OceanView Symposium, Hilton Baltimore, 4-6 November 2013
METAREA Integrated Marine Prediction System
• Coupled atmosphere-ice-ocean-wave-snow model
– GEM (15km)
– NEMO-CICE-WW3 (3-8km) – Tides, semi-lagrangian scheme, JFNK
solver for CICE, wave-ice coupling
– 3-5 day ensemble forecasts
• Expected implementation:
– March 2015
GEM REPS
15km
CREG12
GODAE OceanView Symposium, Hilton Baltimore, 4-6 November 2013
Regional Ice Prediction System (RIPS)
• 5km North American grid
• 3DVar Ice analysis
– SSMI, SSMIS, ASCAT
– CIS daily charts, image analyses, lake analyses
• CICE4.1 Ice model
– Forced by CMC RDPS
• 48hr forecasts at:
– 0Z, 6Z, 18Z, 24Z
• Running at CMC spring 2013
GODAE OceanView Symposium, Hilton Baltimore, 4-6 November 2013
Regional Ice Prediction System Description
GODAE OceanView Symposium, Hilton Baltimore, 4-6 November 2013
Evaluation of Sea Ice Forecasts • Comparison with IMS Analyses:
– Interactive Multisensor Snow and Ice Mapping System (NOAA-NIC)
– Daily Northern Hemisphere ice analyses on 4km grid (ice/water)
– Assimilates : AVHRR, GOES, SSM/I • Evaluation Methodology:
– Interpolate model forecasts to IMS grid – Calculate contingency table values using 0.4 ice
concentration cutoff – Bin results on 1° lat-lon grid IMS
Ice
IMS
No ice
Forecast
Ice
Hit ice False
Alarm
Forecast
No ice
Miss Hit water
GODAE OceanView Symposium, Hilton Baltimore, 4-6 November 2013
Evaluation of Sea Ice Forecasts
• A perfect forecast would have PCT=1 and Bias=1
• RIPS shows better statistics than persistence
– Esp. In summer and fall
– Over most of domain
Daily forecasts for 2010, 48hr lead time
Better Worse
Better Worse
GODAE OceanView Symposium, Hilton Baltimore, 4-6 November 2013
Calibration of ice strength (P*)
• Evaluation of ice drift against Arctic Buoys (IABP)
• Forecasts from 5km Regional Ice Prediction System (RIPS) – CICE stand-alone, daily 48hr
forecasts at 00Z, 06Z, 12Z, 18Z • Optimize P* (Hibler, 1979):
– Best value: ~12.5 kN/m2
• Tuning compensates errors in thickness
Lemieux et al. (QJRMS, submitted)
GODAE OceanView Symposium, Hilton Baltimore, 4-6 November 2013
Calibration of ice strength (P*)
• Evaluation of ice drift against Arctic Buoys (IABP)
• Optimized P* gives best representation of stoppage events
Lemieux et al. (QJRMS, submitted)
Free drift
Rigid ice Optimal
parameter stoppage
events
P* = 0 Nm-2
P* = 12500 Nm-
2 P* = 27000 Nm-
2
GODAE OceanView Symposium, Hilton Baltimore, 4-6 November 2013
Evaluation of Sea Ice Forecasts
• Only evaluate points where the 3DVAR analysis changes by more than 10%
– Focus on ice edge and areas of confidence in analysis
• RIPS has lower RMS than persistence for all months
Daily 48hr forecasts for 2010
GODAE OceanView Symposium, Hilton Baltimore, 4-6 November 2013
Regional Ice-Ocean Prediction System
• Couple RIPS to NEMO
– 3-8km Arctic/N.Atl configuration (CREG12)
• SAM2 ocean assimilation (SEEK) with 3DVar ice assimilation
• Expected experimental implementation for March 2014
– Analysis provided by GIOPS SAM2 + ice/sst assim
– RIOPS Analysis 2015
GODAE OceanView Symposium, Hilton Baltimore, 4-6 November 2013
Regional Ice-Ocean Prediction System
• Domains ORCA grid favours higher resolution in the Canadian Arctic Archipelago
• configuration (CREG12)
• SAM2 ocean assimilation (SEEK) with 3DVar ice assimilation
• Expected experimental implementation for March 2014
GODAE OceanView Symposium, Hilton Baltimore, 4-6 November 2013
Model Tuning, Improvements Successive Hindcast Experiments
GODAE OceanView Symposium, Hilton Baltimore, 4-6 November 2013
Validation: Sea ice
Summer 2005 ice concentration
comparison using the Global
Ocean Sea Ice Concentration Time
Series (EUMETSAT), illustrating
the accumulation of model ice in
the southern Beaufort Sea.
However total sea ice extent is
reasonably compared with the
satellite radiometer record
GODAE OceanView Symposium, Hilton Baltimore, 4-6 November 2013
Validation: Sea ice
Thickness estimates for
Feb/Mar 2006 from IceSat
data (Kwok et al., 2009) and
the model. This shows that
the model displaces the
thick ice toward the
southern Beaufort &
Chukchi Seas.
Model comparison with a
moored ULS in the
Beaufort Gyre, using ice
thickness category
distribution, also shows the
model ice to be too thick.
Thickness (m)
GODAE OceanView Symposium, Hilton Baltimore, 4-6 November 2013
Tides
• Largest tides in world
– Ungava Bay
• Uncertainty in bottom topography in some areas
– Hudson Straight, Fox Basin
GODAE OceanView Symposium, Hilton Baltimore, 4-6 November 2013
NABD
NABD – ETOPO1
Lack of good bathymetry observations Hudson Bay/straight + Fox Basin
GODAE OceanView Symposium, Hilton Baltimore, 4-6 November 2013
Diff in M2 magnitude
Improve M2 Tide Solution by Refining Bathymetry
CREG12 solution (T1)
GODAE OceanView Symposium, Hilton Baltimore, 4-6 November 2013
CREG12 Hindcast 6 • CREG12-CICE with
tides
– NEMO CONCEPTS_3.0.0+CICE4.0
– ice volume issue
GODAE OceanView Symposium, Hilton Baltimore, 4-6 November 2013
Validation: Sea surface height
Mean dynamic topography from
satellite altimetry (Farrell et al,
2012)
Mean sea surface height from
model CREG12-H5 shows
good agreement on large scale
features e.g. the Beaufort
Gyre.
GODAE OceanView Symposium, Hilton Baltimore, 4-6 November 2013
Validation: Temperature
Mean temperature profiles
from moored profilers show
the model misses the warm
Pacific layer (~60m) in the
central Beaufort Sea – but not
on the shelf.
Comparison of model
temperatures with CTD
measurements at ~60m shows
this cold bias extends across
the deep Beaufort Sea.
GODAE OceanView Symposium, Hilton Baltimore, 4-6 November 2013
Impact of A-O-I Coupling for Beaufort Sea 10 Day Forecasts
Coupled – uncoupled forecast differences for 2008-01-02
Difference in ice fraction Difference in 2m temperature
• GEM 33km coupled to NEMO-LIM 1/4° (15km)
GODAE OceanView Symposium, Hilton Baltimore, 4-6 November 2013
Impact of atmospheric resolution on coastal locations
15 km wind resolution 2.5 km wind resolution
GODAE OceanView Symposium, Hilton Baltimore, 4-6 November 2013
Impact of atmospheric resolution on wind strength near land
2.5 km wind resolution vs 15 km wind resolution
GODAE OceanView Symposium, Hilton Baltimore, 4-6 November 2013
Ice Model Improvements • Improved Ice Models for
Forecast and Analysis system
– Large computers
– Better modelling of ice stresses
• Improving ice lead forecast prediction in Beaufort
• Important for coupling with Atmospheric Forecasts
GODAE OceanView Symposium, Hilton Baltimore, 4-6 November 2013
Landfast Ice Variability Beaufort Sea
GODAE OceanView Symposium, Hilton Baltimore, 4-6 November 2013
Landfast Sea Ice Variability
Shelagsk Cape
GODAE OceanView Symposium, Hilton Baltimore, 4-6 November 2013
form of ice (FA) variable of the egg code is a valid prospect for assessing wave-ice interactions. discriminate MIZ polygons from digital ice charts. Selected polygons are connected along the ice edge and the average width of the MIZ is calculated from the skeleton obtained from thinning operations
Detecting Marginal Ice zone
GODAE OceanView Symposium, Hilton Baltimore, 4-6 November 2013
Adding information on Marginal Ice Zone
• Exchange between wave and ice model
• Determining flow bloc size and width of Marginal Ice Zone
GODAE OceanView Symposium, Hilton Baltimore, 4-6 November 2013
New Data Set
• Canadian Ranger Ocean Watch Program (CROW)
Field Program
Feb-March 2013
Initially for climate monitoring
Adapting to real time data contribution to ocean-ice prediction system
GODAE OceanView Symposium, Hilton Baltimore, 4-6 November 2013
Ice Buoys and SVP
GODAE OceanView Symposium, Hilton Baltimore, 4-6 November 2013
Towards Pan Canadian 1/36 Regional model
Downscaling project for building 1/36 regional zoom funded by oil industry (1.4 M$) Experimental implementation in operations CREG36 East (2015): CREG36 Pan Canadian ~2018
GODAE OceanView Symposium, Hilton Baltimore, 4-6 November 2013
Comparison of 2-year Run results with CREG 1/12 °
Hincast5 and Drifters
CREG 1/12 ° (2003 annual mean surface currents) NFS 1/36° (2003 mean surface currents)
Drifter mean surface speed
GODAE OceanView Symposium, Hilton Baltimore, 4-6 November 2013
Summary • Regional Ice Prediction System currently running in CMC
Operations producing 48hr forecasts 4 times/day at 5km resolution around North America
• Adding in Ocean Prediction (2014)
• Coupling between Atmosphere, Ice and Ocean important in North
• Ice and ocean model improvements ongoing
• Team work, funded projects and strong collaboration with MERCATOR-OCEAN contribute contribute to this team outcome .
• Collaboration with MERCATOR-OCEAN Important
GODAE OceanView Symposium, Hilton Baltimore, 4-6 November 2013
COSS THEMES
Lecce Workshop Themes • Advances in integrated coastal observations
• Advances in downscaling
• Exchanging information and identifying good practices
Puerto Rico workshop (Jan 2014) (THEMES) • Predictability in the coastal oceans
• Upper-ocean processes, waves-current-atmosphere interactions and couplings
• Probabilistic approaches and risk assessment in the COSS, science in support of the mitigation of coastal hazards
• Impact and signature of climate change in the coastal oceans
• Training/Education/Outreach initiatives in the coastal oceans
GODAE OceanView Symposium, Hilton Baltimore, 4-6 November 2013
CONCEPTS Outlook • More Canadian Participation in COSS
• RIOPS Forecast System Experimental (2014)
• RIOPS Analysis System Experimental (2015)
• RIOPS-REPS Coupled Ensemble Forecasts (2015)
• CREG36 East (2015)
• CREG36 Pan Canadian ~2018
• Further down scaling with FVCOM in targeted domains starting now.