Ocean State Estimation Projects


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Description Results Publications Team Members
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Nowcasting and Forecasting
Pacific Ocean Variability

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An ECPC Project

The variability of the midlatitude ocean is predominantly driven by atmospheric forcing. Estimates of the large-scale midlatitude oceanic state are limited by few observations, except for surface fields of SST (from AVHRR) and sea level height (from TOPEX). Under the ECPC, we are attempting to nowcast the present ocean state and to forecast some fraction of it future state.

Nowcasts are made using the OPYC ocean model driven by NCEP forcing (wind stress, total surface heat flux, TKE input to the mixed layer, and fresh water flux). The nowcast is a continuing run, driven over decadal timescales up to the present. No oceanic observations are included in the present nowcast, only the information supplied to the ocean model by the forcing.

Forecasts are made using the OPYC ocean model driven by predicted forcing fields from the ECPC GSM.

There are two main sources of error in the nowcasts and the forecasts. The first is that no oceanic observations are included to improve the nowcast (which also serves as the initial condition for the forecast). We are now developing a strategy (under NASA funding) for mapping NASA-GFSC ocean analyses to the OPYC grid to improve the initial state. The forecasts are also deterioted by drifts in the atmospheric predicted forcing, a problem we are also trying to remedy.

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RESULTS

Ocean forecasts are issued every month, 3 months in advance. The procedure involves the following 4 steps:
 
Step Tool Product Comments
1 ECPC Global Spectral Model Atmospheric Forecast (NCEP initialization)
2 OPYC ocean model Ocean State Forecast (forced by atmospheric forecast)
3 GMT graphics package Maps of several oceanic variables (done for total and anomalous fields)
4 Locally developed software HTML documents (displayed on the WWW every month)


Forcing functions: The ocean model is forced by the overlying atmosphere by four different variables: (a) Wind Stress, (b) Surface heat fluxes, (c) Turbulent Kinetic Energy, and (d) Freshwater fluxes, i.e., Precipitation minus evaporation.

Initialization: OPYC is initialized using NCEP reanalysis and analysis data. The first initial conditions (January 1999) were obtained by running OPYC in hindcast mode since 1958 using anomalous reanalysis data from NCEP. From that point in time and before every monthly forecast, OPYC is advanced using NCEP analysis forcing functions.

For instance, our first forecast was initialized with ocean conditions obtained from a 41-year long run initiated in 1958 under NCEP reanalysis forcing (forecast for January, February and March of 1999).

The next forecast was issued in early February of 1999. To obtain the initial conditions for February first 1999 we ran OPYC for one month starting in January 1st 1999 forcing it with NCEP analysis fluxes (i.e., wind stresses, heat fluxes, etc.). From there on the process repeats itself every month.

In order to further improve our forecasting system we will use initial conditions obtained from (a) NASA models and, (b) sensitivity runs aimed to obtain optimal initial conditions and parameters by minimizing the difference between model solutions and different sets of observations.

This experimental forecast stage is in preparation for the development of a coupled ocean-atmospheric model at ECPC.

Available Forecast Variables:

Ten different variables are forecast every month.

1)  Sea surface temperature
2)  Surface heat flux
3)  Wind stress
4)  Freshwater fluxes
5)  Surface currents
6)  Surface Geostrophic Currents
7)  Mixed Layer Depth
8)  Thermocline Depth
9)  Vertical Profile of Equatorial Temperature
10) Heat Storage (upper 400 m)

They are displayed along with the most recent available observations for comparison.

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PUBLICATIONS

N/A

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TEAM MEMBERS

Dr. Guillermo Auad (CRD/SIO)

Mr. Jack Ritchie (CRD/SIO)

Dr. Arthur J. Miller (CRD/SIO)

Dr. John O. Roads (CRD/SIO)

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Email us at dneilson@ucsd.edu