rong-hua zhang funded partly by nasa po program , …
DESCRIPTION
Applications of Re motely Sensed High-resolution SST Data to Representing Tropical Instability Wave ( TIW )-Induced Surface Wind Response. Rong-Hua Zhang Funded partly by NASA PO Program , …. University of Maryland, College Park, Maryland, USA. Outline. - PowerPoint PPT PresentationTRANSCRIPT
Rong-Hua Zhang
Funded partly by NASA PO Program, ….
Applications of Remotely Sensed High-
resolution SST Data to Representing
Tropical Instability Wave
(TIW)-Induced Surface Wind Response
University of Maryland, College Park, Maryland, USA
Outline
• Introduction
• Representing TIW-induced wind forcing & feedback
• A hybrid coupled ocean-atmosphere model (HCMOGCM
) Atmosphere: Wind stress: SVD-based;
Ocean: The Cane-Gent OGCM
• Ocean model experiments: with and without TIW wind forcing
• Coupled ocean-atmos experiments: TIW wind feedback
• Summary
TIW=0.0 TIW=2.0
τTIW = TIW Svd ( SSTTIW )
Tropical Instability Waves (TIWs)July 27-Aug. 3 1998(a) SST
(b) Ocean Chlorophyll (Chl) from satellite
Effects of TIWs on the Tropical Pacific Climate & Marine Ecosystem
Heat and momentum budget & balance Mean ocean and atmosphere states Seasonal modulation Interannual variations
e.g., as a stochastic forcing to modulate ENSO ? …….
High resolution modeling evidence:
Model improvements, biases, … => TIW effects
Challenges: TIW-induced wind forcing and feedback
Resolving TIW wind signals: high resolution Studies mostly on diagnostic analyses, less on
solutions Uncertainty in representing TIW wind forcing in
observations & data products TIW wind forcing not adequately represented in
ocean and coupled modeling Mechanisms for atmos wind responses: still in debate
e.g.: vertical mixing vs pressure gradients Poor understanding of interactions between TIWs
and large-scale processes A clean & clear assessment of TIW-induced wind
forcing & feedback => still lacking …. …..
IPCC AR4 climate models & ENSO forecast models
TIW-induced wind feedback NOT
taken into account
Different ways TIW-induced wind forcing is represented in the Atmos for ocean-related modeling
Not resolved at low resolution e.g.: global climate models; atmos re-analysis climate products
=> Biases
High resolution wind data (e.g.,: directly from satellite obs. ) e.g.: prescribed wind data : A forced ocean modeling without feedback from the ocean to the atmos
=> Biases
TIW resolving coupled air-sea models at TIW scales Regional models: Scripps; IPRC => regional !! Global climate model => expensive; not affordable now !!
Biases can be introduced by TIW-induced wind forcing
ocean ocean modelsmodels
τTIW
Taking into account TIW-induced wind forcing & feedback
Using satellite data to explore statistical modeling for TIW wind
=> another application of satellite data to climate modeling;
A simple parameterization for TIW winds; A modeling tool for interactions between TIWs
and large-scale processes; A clean assessment for the effects of TIW wind
forcing & feedback on ocean & coupled modeling; Understanding basic processes involved, the role in
biases of SST simulation; …. Improving climate simulations & prediction;
This work
An empirical mpdel for τTIW
• TMI SST & QuikSCAT winds
• Daily data during 2000-2007;
• Filtered for TIW signals
• SVD analyses: dominant modes
• Relationship between SSTTIW & τTIW
• Given SSTTIW => τTIW fields
τTIW = TIW Svd ( SSTTIW )
τTIW = TIW Svd ( SSTTIW )
An SVD-based Empirical Model for τTIW
Svd ( SSTTIW )=τTIW
Svd ( SSTTIW ) = τTIWYear 1999
OGCM
SSTTIWSST
τ=τclim+ τTIW
Feedback
Empirical model (SVDmodes, αTIW)
Representing Tropical Instability Waves (TIWs)-induced Wind Forcing & Feedback in Climate Models
Assessing TIW-induced wind forcing/feedback effects in ocean and coupled models Not clearly examined; mostly diagnostic analyses; Difficulty in representing/isolating TIW wind forcing part: e.g.: satellite data contaminated by non-TIW wind signals High resolution models: include everything, not clean & clear A simple, clean, clear way to do this: add-on/off approach An empirical model for TIW wind part:
τTIW = TIW Svd ( )
τ = τclim + τTIW
modTIWSST
τTIW = 0.0
τTIW = observed wind directly from satellite obs.
SST differences at (140W,0): τTIW= TIW Svd (SSTTIW)
Hybrid Coupled Model at ESSIC/UMD
• The Gent-Cane ocean model A sigma-layer, reduced-gravity OGCM with
(1) A hybrid mixing scheme Chen, Rothstein & Busalacchi (1995)
(2) Coupling to an advective atmos mixed layer model (Murtugudde, Seager & Busalacchi 1995)
(3) Model specifications: Tropical Pacific domain: 25N-25S; 31-layers; Resolution: 1 deg in longitude and 0.5 deg in latitude
• An empirical atmospheric wind stress anomaly model (SVD-based)
TIW-induced wind forcing & feedback experiments
OGCM
SSTTIW
SSTinter=SST-SSTclim
τ=τclim+ + τTIWτinter
Effects induced in ocean & coupled ocean-atmos models
Ocean modeling: Cooling effects on SST; However: over-cooling in ocean modeling directly forced by atmos wind without TIW feedback Interannual variability in coupled ocean-atmos models Enhanced ENSO amplitude
Shortened oscillation periods
How to adequately represent the TIW wind feedabck
Using satellite SST data to represent tropical instability wave
(TIW)-induced surface wind forcing
An empirical modeling approach:
can be used to adequately represent TIW-induced
wind feedback for climate modeling
Critical to SST data: resolution, error, ….
τTIW = TIW Svd ( SSTTIW )
ObservatioObservatio
nsns SimulationsSimulations
Sensitivity to spatial resolution of SSTTIW: SSTTIW variance along 3N
Concluding remarks• An empirical model for TIW-induced wind forcing;
• Large effects identified on ocean and coupled simulations
e.g.: cooling effects; Modulation of ENSO ;
=> Importance of TIW wind forcing but significant uncertainties in representing it in climate models & reanalysis data;
• A clear feedback induced by TIW wind forcing: Processes identified….
• A clear source for biases; this forcing component adequately be taken
into account for better climate simulation & prediction • A new way to use satellite data for climate modeling:
physical parameterizations data assimilation
• ……
Interactions between TIWs and large-scale processes
mixed layer
Thermocline
Pre
Freshwater Flux
Ocean BiologyTropical Instability Waves (TIWs)
Interactions between TIWs and large-scale processes
mixed layer
Thermocline
Pre
Freshwater Flux
Ocean BiologyTropical Instability Waves (TIWs)
Atmospheric response
Interactions between TIWs and large-scale processes
mixed layer
Thermocline
Pre
Freshwater Flux
Ocean BiologyTropical Instability Waves (TIWs)
Atmospheric response
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