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Feature Oriented Regional Modeling System -- FORMS: An Overview Avijit Gangopadhyay University of Massachusetts Dartmouth Email: avijit@umassd. edu Funded by NASA and ONR
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Feature Oriented Regional Modeling System -- FORMS: An Overview Avijit Gangopadhyay University of Massachusetts Dartmouth Email: [email protected]@umassd.edu.

Dec 19, 2015

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Page 1: Feature Oriented Regional Modeling System -- FORMS: An Overview Avijit Gangopadhyay University of Massachusetts Dartmouth Email: avijit@umassd.eduavijit@umassd.edu.

Feature Oriented Regional Modeling System -- FORMS: An Overview

Avijit Gangopadhyay

University of Massachusetts Dartmouth

Email: [email protected]

Funded by NASA and ONR

Page 2: Feature Oriented Regional Modeling System -- FORMS: An Overview Avijit Gangopadhyay University of Massachusetts Dartmouth Email: avijit@umassd.eduavijit@umassd.edu.

OUTLINE

• Feature Oriented Regional Modeling System (FORMS)

• Concept -- Initialization/Synthesis Methodology

• Applications to different regions

Page 3: Feature Oriented Regional Modeling System -- FORMS: An Overview Avijit Gangopadhyay University of Massachusetts Dartmouth Email: avijit@umassd.eduavijit@umassd.edu.

Gulf Stream Front and Ring Analysis

Page 4: Feature Oriented Regional Modeling System -- FORMS: An Overview Avijit Gangopadhyay University of Massachusetts Dartmouth Email: avijit@umassd.eduavijit@umassd.edu.
Page 5: Feature Oriented Regional Modeling System -- FORMS: An Overview Avijit Gangopadhyay University of Massachusetts Dartmouth Email: avijit@umassd.eduavijit@umassd.edu.
Page 6: Feature Oriented Regional Modeling System -- FORMS: An Overview Avijit Gangopadhyay University of Massachusetts Dartmouth Email: avijit@umassd.eduavijit@umassd.edu.
Page 7: Feature Oriented Regional Modeling System -- FORMS: An Overview Avijit Gangopadhyay University of Massachusetts Dartmouth Email: avijit@umassd.eduavijit@umassd.edu.

Features in Western North Atlantic

• Gulf Stream

• Warm Core Rings

• Cold Core Rings

• Southern Recirculation Gyre

• Northern Recirculation Gyre

• Deep Western Boundary Current

• Gangopadhyay et al., 3-part series in 1997: Journal of Atmospheric and Oceanic Tech. (14) 1314:1365

• Maine Coastal Current• NEC Inflow• GSC Outflow• Jordan Basin Gyre• Wilkinson Basin Gyre• Georges Basin Gyre• Georges Bank Gyre• Tidal Mixing Front• Gangopadhyay et al. 2002

(Continental Shelf Res. In Press)• Gangopadhyay and Robinson,

2002: DAO 36(2002) 201-232

Deep Sea region (GSMR) Coastal region (GOMGB)

Page 8: Feature Oriented Regional Modeling System -- FORMS: An Overview Avijit Gangopadhyay University of Massachusetts Dartmouth Email: avijit@umassd.eduavijit@umassd.edu.

Table I. List of GOMGB features and selected studies

Features Selected Studies

Maine Coastal Current(including Great South Channel Outflow)

Beardsley et al. (1985), Bisagni et al. (1996), Brooks(1987, 1990, 1994), Brooks and Townsend (1989),Chapman and Beardsley (1989), Holboke and Lynch(1995), Mavor and Huq (1996), Mountain and Manning(1994), Lynch et al. (1992, 1996, 1997), Lynch (1999),Naimie et al. (1994), Naimi (1995,1996), Smith (1989).

Gorges Bank Anticyclonic circulation,Tidal Fronts

Loder et al. (1992), Butman and Beardsley (1987),Butman et al. (1987), Bisagni et al. (1996), Flagg(1987), Houghton et al. (1982).

Jordan Basin Gyre Brooks (1987), Pettigrew et al. (1998), Wright et al.(1986), Beardsley et al. (1997).

Wilkinson Basin Circulation Brown and Beardsley (1978), Brown and Irish (1992,1993), Brown (1998a), Mountain and Jessen (1987).

Georges Basin Gyre Brooks, (1985), Wright et al. (1986), Beardsley et al.(1997), Pettigrew et al. (1998), Xue et al. (2000).

North East Channel Inflow Brooks (1987), Ramp et al. (1985), Bisagni and Smith(1998)

Abbreviations:GOMGB : Gulf of Maine and Georges Bank

MCC : Maine Coastal CurrentGSC : Great South ChannelTMF : Tidal (Mixing) FrontJBG : Jordan Basin GyreWBG : Wilkinson Basin GyreGBG : Georges Basin GyreNEC : North East Channel

Page 9: Feature Oriented Regional Modeling System -- FORMS: An Overview Avijit Gangopadhyay University of Massachusetts Dartmouth Email: avijit@umassd.eduavijit@umassd.edu.

T(x,y,z)=Ta(x,z)+(x,z)(y)where,Ta(x,z)={[T0(x)-Tb(x)](x,z)

+Tb}

U(x,y,z)=(y){[UT(x)-UB(x)](x,z)+ UB(x)}

Page 10: Feature Oriented Regional Modeling System -- FORMS: An Overview Avijit Gangopadhyay University of Massachusetts Dartmouth Email: avijit@umassd.eduavijit@umassd.edu.

Tss(x,y,Z) = Tsh + (Tsl – Tsh) m(,Z)

m(,Z) = ½ + ½ tanh[(-.Z)/]

=tan

Where, m is the melding function:

Page 11: Feature Oriented Regional Modeling System -- FORMS: An Overview Avijit Gangopadhyay University of Massachusetts Dartmouth Email: avijit@umassd.eduavijit@umassd.edu.

In general, a coastal current (CC), a front (SSF) and an eddy/gyre (E/G) are represented by:

CC: TM(x, η, z) =TMa(x, z)+ αM(x, z) M(η)

 

SSF: Tss(x, y, z) = Tsh (x, z) + (Tsl (x, z) – Tsh(x, z)) (, z)

 

E/G: T(r, z) = Tc (z) - [Tc (z) - Tk (z) ] {1-exp(-r/R)}

 where, TM

a(x, z), Tsh (x, z) and Tc (z) are axis, shelf and core

(η) = (0 W)

(, z) = ½ + ½ tanh[(-.Z)/] 

Page 12: Feature Oriented Regional Modeling System -- FORMS: An Overview Avijit Gangopadhyay University of Massachusetts Dartmouth Email: avijit@umassd.eduavijit@umassd.edu.

Strategy for GOMGB

MCC WBG JBG GBG GBAG TMF SSF Inflow/Outflow

Page 13: Feature Oriented Regional Modeling System -- FORMS: An Overview Avijit Gangopadhyay University of Massachusetts Dartmouth Email: avijit@umassd.eduavijit@umassd.edu.

FORMS Protocol

• Identify Circulation and Water mass features• Regional Synthesis -- Processes from a modeling

perspective• Synoptic Data sets -- in-situ and satellite• Regional Climatology (Background Circulation)• OA (Climatology + Feature Models)• Simulation -- Nowcasting/Forecasting

Page 14: Feature Oriented Regional Modeling System -- FORMS: An Overview Avijit Gangopadhyay University of Massachusetts Dartmouth Email: avijit@umassd.eduavijit@umassd.edu.

FORMS Applications in Different Oceans

• Western north Atlantic – Operational modeling in GOMGB – AFMIS-RFAC

• Strait of Sicily – Dynamical analysis• Monterey Bay real-time forecasting with ROMS –

AOSN-II in summer 2003 -- Upwelling• Brazil Current Meander-eddy-Upwelling System• Persian Gulf, Arabian Sea – Rapid response• Chilean Waters – Northern Humboldt Current –

Biophysical modeling

Page 15: Feature Oriented Regional Modeling System -- FORMS: An Overview Avijit Gangopadhyay University of Massachusetts Dartmouth Email: avijit@umassd.eduavijit@umassd.edu.
Page 16: Feature Oriented Regional Modeling System -- FORMS: An Overview Avijit Gangopadhyay University of Massachusetts Dartmouth Email: avijit@umassd.eduavijit@umassd.edu.

Feature oriented methodology is applicable to ALL different

Numerical Models • MOM (Modular Ocean Model)

• POP (Parallel Ocean Program)

• ROMS (Regional Ocean Model System)

• POM (Princeton Ocean Model)

• MIT GCM

• HOPS (Harvard Ocean Prediction System)

• Finite Element / Finite Volume modelsIt is an Initialization and Assimilation Methodology

Page 17: Feature Oriented Regional Modeling System -- FORMS: An Overview Avijit Gangopadhyay University of Massachusetts Dartmouth Email: avijit@umassd.eduavijit@umassd.edu.
Page 18: Feature Oriented Regional Modeling System -- FORMS: An Overview Avijit Gangopadhyay University of Massachusetts Dartmouth Email: avijit@umassd.eduavijit@umassd.edu.
Page 19: Feature Oriented Regional Modeling System -- FORMS: An Overview Avijit Gangopadhyay University of Massachusetts Dartmouth Email: avijit@umassd.eduavijit@umassd.edu.

Strait of Sicily Feature Oriented Regional Modeling Set Up

Page 20: Feature Oriented Regional Modeling System -- FORMS: An Overview Avijit Gangopadhyay University of Massachusetts Dartmouth Email: avijit@umassd.eduavijit@umassd.edu.
Page 21: Feature Oriented Regional Modeling System -- FORMS: An Overview Avijit Gangopadhyay University of Massachusetts Dartmouth Email: avijit@umassd.eduavijit@umassd.edu.

The Brazil Current System

Page 22: Feature Oriented Regional Modeling System -- FORMS: An Overview Avijit Gangopadhyay University of Massachusetts Dartmouth Email: avijit@umassd.eduavijit@umassd.edu.

Meander-eddy-Upwelling System

Page 23: Feature Oriented Regional Modeling System -- FORMS: An Overview Avijit Gangopadhyay University of Massachusetts Dartmouth Email: avijit@umassd.eduavijit@umassd.edu.

The Brazil Current Structure

Page 24: Feature Oriented Regional Modeling System -- FORMS: An Overview Avijit Gangopadhyay University of Massachusetts Dartmouth Email: avijit@umassd.eduavijit@umassd.edu.

The Hardest Work of All!!

SEC

IWBC

Page 25: Feature Oriented Regional Modeling System -- FORMS: An Overview Avijit Gangopadhyay University of Massachusetts Dartmouth Email: avijit@umassd.eduavijit@umassd.edu.

Dynamical Features in BCS• Brazil Current (Surface (0-150m) – 2 branches• Bifurcating SEC around the Abrolhos Bank and

Vitoria ridge – Pycnocline (150-500m))• IWBC + NADW (DWBC)• Cabo Sao Tome eddy• Cabo Frio eddy• Vitoria eddy• Upwelling regions• Instability-generated Vortex dipoles in Santos

Bight• Fresh water influx in the shelf between the coast

and the Brazil Current

Page 26: Feature Oriented Regional Modeling System -- FORMS: An Overview Avijit Gangopadhyay University of Massachusetts Dartmouth Email: avijit@umassd.eduavijit@umassd.edu.

Southern CaliforniaCoastalregion

Page 27: Feature Oriented Regional Modeling System -- FORMS: An Overview Avijit Gangopadhyay University of Massachusetts Dartmouth Email: avijit@umassd.eduavijit@umassd.edu.

The California Current System

Page 28: Feature Oriented Regional Modeling System -- FORMS: An Overview Avijit Gangopadhyay University of Massachusetts Dartmouth Email: avijit@umassd.eduavijit@umassd.edu.

The Pacific basin-scale ROMS configuration at 50-km spatial resolutions will provide the required boundary conditions for the regional ROMS off the U.S. West coast.

Page 29: Feature Oriented Regional Modeling System -- FORMS: An Overview Avijit Gangopadhyay University of Massachusetts Dartmouth Email: avijit@umassd.eduavijit@umassd.edu.

Sea surface temperature simulated by ROMS. The 3-level ROMS domains are displayed.

Page 30: Feature Oriented Regional Modeling System -- FORMS: An Overview Avijit Gangopadhyay University of Massachusetts Dartmouth Email: avijit@umassd.eduavijit@umassd.edu.

Snapshot of sea surface temperature (left) and surface current (right) simulated by the 1.5-km ROMS. Model 500m, 1000m, 1500m, and 2000m isobaths are displayed (left).

Page 31: Feature Oriented Regional Modeling System -- FORMS: An Overview Avijit Gangopadhyay University of Massachusetts Dartmouth Email: avijit@umassd.eduavijit@umassd.edu.

Humboldt Current System

Page 32: Feature Oriented Regional Modeling System -- FORMS: An Overview Avijit Gangopadhyay University of Massachusetts Dartmouth Email: avijit@umassd.eduavijit@umassd.edu.

The Peru-Chile Current System

Page 33: Feature Oriented Regional Modeling System -- FORMS: An Overview Avijit Gangopadhyay University of Massachusetts Dartmouth Email: avijit@umassd.eduavijit@umassd.edu.

Shallow water feature models

• Use of ‘intelligent observations’ that are important to resolve the scales and represent the underlying dynamical processes

• Not only temperature-salinity structure, but include first-order dynamics

• Process-oriented feature models

Page 34: Feature Oriented Regional Modeling System -- FORMS: An Overview Avijit Gangopadhyay University of Massachusetts Dartmouth Email: avijit@umassd.eduavijit@umassd.edu.

Upwelling

• Wind speed and direction at highest available resolution from QuikScat

• Mixed-layer depth estimate from MODIS• Infer the Ekman Current in the Upper Mixed layer• Additional baroclinic currents may be added for

coastally trapped waves or alongshore currents• Monterey Bay in Summer 2003, Vietnamese shelf

in summer 2003, Brazil Current - Cape Frio upwelling region in austral summer 2003.

Page 35: Feature Oriented Regional Modeling System -- FORMS: An Overview Avijit Gangopadhyay University of Massachusetts Dartmouth Email: avijit@umassd.eduavijit@umassd.edu.

Transient feature models

• Coastal filaments, jets, squirts and eddies• Automated gradient-detection algorithm (Cayula

and Cornillon, 1995)• Small scales (1-100 km) and short-life (20-40

days)• Spatial and temporal dependence of FM

parameters• Low vs. high chlorophyll regions (Chan, 1999)

Page 36: Feature Oriented Regional Modeling System -- FORMS: An Overview Avijit Gangopadhyay University of Massachusetts Dartmouth Email: avijit@umassd.eduavijit@umassd.edu.

CONCLUSIONS

• Developing FORMS is a pre-requisite for Synoptic modeling system

• FORMS is unique for each region

• Shallow water FORMS are very important for accurate prediction of bio-physically active systems

• FORMS is independent of the numerical modeling system (POM, ROMS, MOM, POP, HOPS etc.)

Page 37: Feature Oriented Regional Modeling System -- FORMS: An Overview Avijit Gangopadhyay University of Massachusetts Dartmouth Email: avijit@umassd.eduavijit@umassd.edu.

OBJECTIVELY BASED FEATURE MODEL

• Wilkinson basin water masses

• Brooks June 1982 data

• Cluster model of water masses

• EOF vertical analysis

• Feature model of vertical temperature and salinity

Page 38: Feature Oriented Regional Modeling System -- FORMS: An Overview Avijit Gangopadhyay University of Massachusetts Dartmouth Email: avijit@umassd.eduavijit@umassd.edu.

Brooks 1982 June survey in Wilkinson Basin

Page 39: Feature Oriented Regional Modeling System -- FORMS: An Overview Avijit Gangopadhyay University of Massachusetts Dartmouth Email: avijit@umassd.eduavijit@umassd.edu.

T,S Diagram

Page 40: Feature Oriented Regional Modeling System -- FORMS: An Overview Avijit Gangopadhyay University of Massachusetts Dartmouth Email: avijit@umassd.eduavijit@umassd.edu.

CLUSTER MODEL

Distance function

 

222nnnD dSTF

dcnScnTcn ddSSTT /,/,/ where

Page 41: Feature Oriented Regional Modeling System -- FORMS: An Overview Avijit Gangopadhyay University of Massachusetts Dartmouth Email: avijit@umassd.eduavijit@umassd.edu.

Water mass Ellipsoids

Page 42: Feature Oriented Regional Modeling System -- FORMS: An Overview Avijit Gangopadhyay University of Massachusetts Dartmouth Email: avijit@umassd.eduavijit@umassd.edu.

Explained Percent Variance

No. of Modes Included

Page 43: Feature Oriented Regional Modeling System -- FORMS: An Overview Avijit Gangopadhyay University of Massachusetts Dartmouth Email: avijit@umassd.eduavijit@umassd.edu.

The 1997 PRIMER IV

Field experiment

To-be-analyzed via Cluster-EOF analysis with NRL-Stennis team

Page 44: Feature Oriented Regional Modeling System -- FORMS: An Overview Avijit Gangopadhyay University of Massachusetts Dartmouth Email: avijit@umassd.eduavijit@umassd.edu.

Feature tracking in shallow coastal regions

• MODIS instrument on Terra and Aqua

• Resolution ~ 250 meters (1-km globally)

• Temperature precision – 0.3-0.5K

• Navigational accuracy – 50 meters per pixel

• Moving mesh algorithm (Rowley and Ginis, 1999) ; Wavelet approach (Liu et al., 2002)

• Monterey Bay application – PCCS?

Page 45: Feature Oriented Regional Modeling System -- FORMS: An Overview Avijit Gangopadhyay University of Massachusetts Dartmouth Email: avijit@umassd.eduavijit@umassd.edu.

MODIS chlorophyll on July 23, 2002 for southern California from Terra (left) at 1815 GMT, and the same field from Aqua (right) at 2115 GMT. A feature-tracking algorithm that uses the chlorophyll field as tracer will deduce the surface currents, which can be assimilated in the Navy’s modeling system. [Courtesy:Ron Vogel, http://www.modis-ocean.gsfc.nasa.gov/whatsnew.html]