a deterministic view of modeling of the gulf of mexico guillaume vernieres (samsi/unc)

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A Deterministic View of Modeling of the Gulf of Mexico Guillaume Vernieres (SAMSI/UNC)

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Page 1: A Deterministic View of Modeling of the Gulf of Mexico Guillaume Vernieres (SAMSI/UNC)

A Deterministic View of Modeling of the Gulf of Mexico

Guillaume Vernieres (SAMSI/UNC)

Page 2: A Deterministic View of Modeling of the Gulf of Mexico Guillaume Vernieres (SAMSI/UNC)

Outline

• Motivations• Some physical background• Mathematical formulation of the problem• Results• …That’s it …

Page 3: A Deterministic View of Modeling of the Gulf of Mexico Guillaume Vernieres (SAMSI/UNC)

Motivations

• Why do we care?

http://www.camex4.com/photos/Ivan.A2004258.1635.2km.jpg

Page 4: A Deterministic View of Modeling of the Gulf of Mexico Guillaume Vernieres (SAMSI/UNC)

Motivations

• Why do we care?

HURRICANE TRACK PREDICTION !!!!!!!!!

Page 5: A Deterministic View of Modeling of the Gulf of Mexico Guillaume Vernieres (SAMSI/UNC)

Motivations

• Why do we care?

Test bed for modeling methods

Page 6: A Deterministic View of Modeling of the Gulf of Mexico Guillaume Vernieres (SAMSI/UNC)

Physical background

• Ocean currents

http://www.waterencyclopedia.com/images/wsci_03_img0381.jpg

Page 7: A Deterministic View of Modeling of the Gulf of Mexico Guillaume Vernieres (SAMSI/UNC)

Physical background

• Global Wind

http://research.utep.edu/Portals/72/weather%20NOAA/global%20wind.gif

Page 8: A Deterministic View of Modeling of the Gulf of Mexico Guillaume Vernieres (SAMSI/UNC)

Physical background

• The Gulf Stream

Page 9: A Deterministic View of Modeling of the Gulf of Mexico Guillaume Vernieres (SAMSI/UNC)

Physical background

• The Gulf of Mexico: Shedding of eddies

Sea Surface Height in cm

Page 10: A Deterministic View of Modeling of the Gulf of Mexico Guillaume Vernieres (SAMSI/UNC)

Physical background

• The Gulf of Mexico: Shedding of eddies

Sea Surface Temperature

Page 11: A Deterministic View of Modeling of the Gulf of Mexico Guillaume Vernieres (SAMSI/UNC)

Mathematical formulation of the problem

Page 12: A Deterministic View of Modeling of the Gulf of Mexico Guillaume Vernieres (SAMSI/UNC)

Mathematical formulation of the problem

Page 13: A Deterministic View of Modeling of the Gulf of Mexico Guillaume Vernieres (SAMSI/UNC)

Mathematical formulation of the problem

Page 14: A Deterministic View of Modeling of the Gulf of Mexico Guillaume Vernieres (SAMSI/UNC)

Mathematical formulation of the problem

Simple conservation laws:

Page 15: A Deterministic View of Modeling of the Gulf of Mexico Guillaume Vernieres (SAMSI/UNC)

Mathematical formulation of the problem

Simple conservation laws:• Conservation of mass

Page 16: A Deterministic View of Modeling of the Gulf of Mexico Guillaume Vernieres (SAMSI/UNC)

Mathematical formulation of the problem

Simple conservation laws:• Conservation of mass

=

Page 17: A Deterministic View of Modeling of the Gulf of Mexico Guillaume Vernieres (SAMSI/UNC)

Mathematical formulation of the problem

Simple conservation laws:• Conservation of mass• Conservation of momentum

Page 18: A Deterministic View of Modeling of the Gulf of Mexico Guillaume Vernieres (SAMSI/UNC)

Mathematical formulation of the problem

Simple conservation laws:• Conservation of mass• Conservation of momentum• Rotating frame!! (yes the earth is turning!)

Page 19: A Deterministic View of Modeling of the Gulf of Mexico Guillaume Vernieres (SAMSI/UNC)

Mathematical formulation of the problem

Simple conservation laws:• Conservation of mass• Conservation of momentum• Rotating frame!! (yes the earth is turning!)• Hydrostatic pressure

Page 20: A Deterministic View of Modeling of the Gulf of Mexico Guillaume Vernieres (SAMSI/UNC)

Mathematical formulation of the problem

Simple conservation laws:• Conservation of mass• Conservation of momentum• Rotating frame!! (yes the earth is turning!)• Hydrostatic pressure• Neglect thermodynamics

Page 21: A Deterministic View of Modeling of the Gulf of Mexico Guillaume Vernieres (SAMSI/UNC)

Mathematical formulation of the problem

Simple conservation laws:• Conservation of mass• Conservation of momentum• Rotating frame!! (yes the earth is turning!)• Hydrostatic pressure• Neglect thermodynamics• L>>D

Page 22: A Deterministic View of Modeling of the Gulf of Mexico Guillaume Vernieres (SAMSI/UNC)

Mathematical formulation of the problem

Simple conservation laws:• Conservation of mass• Conservation of momentum• Rotating frame!! (yes the earth is turning!)• Hydrostatic pressure• Neglect thermodynamics• L>>D

Similar to the Navier-Sokes equations

Page 23: A Deterministic View of Modeling of the Gulf of Mexico Guillaume Vernieres (SAMSI/UNC)

Mathematical formulation of the problem

0

0

u

gz

M

uMukfz

uwuut

uHH

HHH

H

x & y momentum

Page 24: A Deterministic View of Modeling of the Gulf of Mexico Guillaume Vernieres (SAMSI/UNC)

Mathematical formulation of the problem

0

0

u

gz

M

uMukfz

uwuut

uHH

HHH

H

Hydrostatic assumption

Page 25: A Deterministic View of Modeling of the Gulf of Mexico Guillaume Vernieres (SAMSI/UNC)

Mathematical formulation of the problem

0

0

u

gz

M

uMukfz

uwuut

uHH

HHH

H

Continuity equation(conservation of mass)

Page 26: A Deterministic View of Modeling of the Gulf of Mexico Guillaume Vernieres (SAMSI/UNC)

Mathematical formulation of the problem

0

0

u

gz

M

uMukfz

uwuut

uHH

HHH

H

)),,,(),,,,(),,,,(()),,,(),,,,((

tzyxwtzyxvtzyxuutzyxvtzyxuuH

Page 27: A Deterministic View of Modeling of the Gulf of Mexico Guillaume Vernieres (SAMSI/UNC)

Mathematical formulation of the problem

0

0

u

gz

M

uMukfz

uwuut

uHH

HHH

H

Can be further simplified !!

Page 28: A Deterministic View of Modeling of the Gulf of Mexico Guillaume Vernieres (SAMSI/UNC)

Mathematical formulation of the problem

z

Page 29: A Deterministic View of Modeling of the Gulf of Mexico Guillaume Vernieres (SAMSI/UNC)

Mathematical formulation of the problem

z

u1=u1(x,y,t) ρ1=cst

u2=u2(x,y,t) ρ2=cst>ρ1

Page 30: A Deterministic View of Modeling of the Gulf of Mexico Guillaume Vernieres (SAMSI/UNC)

Mathematical formulation of the problem

),,(,...,1 )),,(),,,((

0)(

tyxhhNntyxvtyxuu

hut

h

uMukfdtud

nn

nnn

nnn

nnnn

Shallow water equations

Page 31: A Deterministic View of Modeling of the Gulf of Mexico Guillaume Vernieres (SAMSI/UNC)

),,(,...,1 )),,(),,,((

0)(

tyxhhNntyxvtyxuu

hut

h

uMukfdtud

nn

nnn

nnn

nnnn

•Discretized in space using FiniteDifference

Page 32: A Deterministic View of Modeling of the Gulf of Mexico Guillaume Vernieres (SAMSI/UNC)
Page 33: A Deterministic View of Modeling of the Gulf of Mexico Guillaume Vernieres (SAMSI/UNC)

ζ

η

x(ζ, η)=?y(ζ, η)=?

Page 34: A Deterministic View of Modeling of the Gulf of Mexico Guillaume Vernieres (SAMSI/UNC)

),,(,...,1 )),,(),,,((

0)(

tyxhhNntyxvtyxuu

hut

h

uMukfdtud

nn

nnn

nnn

nnnn

•Discretized in space using FiniteDifference•Discretized in time using Adams-Bashforth 2nd order

Page 35: A Deterministic View of Modeling of the Gulf of Mexico Guillaume Vernieres (SAMSI/UNC)

22500 grid points x

3 layersx

3 state variables (u,v,h)/layer=

202500 ODE’s

Page 36: A Deterministic View of Modeling of the Gulf of Mexico Guillaume Vernieres (SAMSI/UNC)

Some Results:

Page 37: A Deterministic View of Modeling of the Gulf of Mexico Guillaume Vernieres (SAMSI/UNC)

Eulerian and Lagrangian results

Page 38: A Deterministic View of Modeling of the Gulf of Mexico Guillaume Vernieres (SAMSI/UNC)
Page 39: A Deterministic View of Modeling of the Gulf of Mexico Guillaume Vernieres (SAMSI/UNC)

Can real drifter location be used to forecast the state of the GoM ?

Page 40: A Deterministic View of Modeling of the Gulf of Mexico Guillaume Vernieres (SAMSI/UNC)

How much information is contained in one single drifter ?

Page 41: A Deterministic View of Modeling of the Gulf of Mexico Guillaume Vernieres (SAMSI/UNC)

Higher Re

Page 42: A Deterministic View of Modeling of the Gulf of Mexico Guillaume Vernieres (SAMSI/UNC)

“Influence of a drifter on the state of the GoM”

Page 43: A Deterministic View of Modeling of the Gulf of Mexico Guillaume Vernieres (SAMSI/UNC)

“Influence of a drifter on the state of the GoM”