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ECMWF Governing Equations 3 Slide 1 Governing Equations III Thanks to Piotr Smolarkiewicz by Nils Wedi (room 007; ext. 2657)

ECMWF Governing Equations 3 Slide 1 Governing Equations III Thanks to Piotr Smolarkiewicz by Nils Wedi (room 007; ext. 2657)

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Page 1: ECMWF Governing Equations 3 Slide 1 Governing Equations III Thanks to Piotr Smolarkiewicz by Nils Wedi (room 007; ext. 2657)

ECMWFGoverning Equations 3 Slide 1

Governing Equations III

Thanks to Piotr Smolarkiewicz

by Nils Wedi (room 007; ext. 2657)

Page 2: ECMWF Governing Equations 3 Slide 1 Governing Equations III Thanks to Piotr Smolarkiewicz by Nils Wedi (room 007; ext. 2657)

ECMWFGoverning Equations 3 Slide 2

Introduction

Continue to review and compare a few distinct modelling approaches for atmospheric and oceanic flows

Highlight the modelling assumptions, advantages and disadvantages inherent in the different modelling approaches

Page 3: ECMWF Governing Equations 3 Slide 1 Governing Equations III Thanks to Piotr Smolarkiewicz by Nils Wedi (room 007; ext. 2657)

ECMWFGoverning Equations 3 Slide 3

Dry “dynamical core” equations

Shallow water equations

Isopycnic/isentropic equations

Compressible Euler equations

Incompressible Euler equations

Boussinesq-type approximations

Anelastic equations

Primitive equations

Pressure or mass coordinate equations

Page 4: ECMWF Governing Equations 3 Slide 1 Governing Equations III Thanks to Piotr Smolarkiewicz by Nils Wedi (room 007; ext. 2657)

ECMWFGoverning Equations 3 Slide 4

Euler equations for isentropic inviscid motion

Page 5: ECMWF Governing Equations 3 Slide 1 Governing Equations III Thanks to Piotr Smolarkiewicz by Nils Wedi (room 007; ext. 2657)

ECMWFGoverning Equations 3 Slide 5

Euler equations for isentropic inviscid motion

Speed of sound (in dry air 15ºC dry air ~ 340m/s)

Page 6: ECMWF Governing Equations 3 Slide 1 Governing Equations III Thanks to Piotr Smolarkiewicz by Nils Wedi (room 007; ext. 2657)

ECMWFGoverning Equations 3 Slide 6

Distinguish between (only vertically varying) static reference or basic state

profile (used to facilitate comprehension of the full equations)

Environmental or balanced state profile (used in general procedures to stabilize or increase the accuracy of numerical integrations; satisfies all or a subset of the full equations, more recently attempts to have a locally reconstructed hydrostatic balanced state or use a previous time step as the balanced state

Reference and environmental profiles

e

Page 7: ECMWF Governing Equations 3 Slide 1 Governing Equations III Thanks to Piotr Smolarkiewicz by Nils Wedi (room 007; ext. 2657)

ECMWFGoverning Equations 3 Slide 7

The use of reference and environmental/balanced profiles

For reasons of numerical accuracy and/or stability an environmental/balanced state is often subtracted from the governing equations

Clark and Farley (1984)

Page 8: ECMWF Governing Equations 3 Slide 1 Governing Equations III Thanks to Piotr Smolarkiewicz by Nils Wedi (room 007; ext. 2657)

ECMWFGoverning Equations 3 Slide 8

*NOT* approximated Euler perturbation equations

using:

eg. Durran (1999)

Page 9: ECMWF Governing Equations 3 Slide 1 Governing Equations III Thanks to Piotr Smolarkiewicz by Nils Wedi (room 007; ext. 2657)

ECMWFGoverning Equations 3 Slide 9

Incompressible Euler equations

eg. Durran (1999); Casulli and Cheng (1992); Casulli (1998);

Page 10: ECMWF Governing Equations 3 Slide 1 Governing Equations III Thanks to Piotr Smolarkiewicz by Nils Wedi (room 007; ext. 2657)

ECMWFGoverning Equations 3 Slide 10

"two-layer" simulation of a critical flow past a gentle mountain

reduced domain simulation with H prescribed by an explicit shallow water model

Animation:

Compare to shallow water:

Example of simulation with sharp density gradient

Page 11: ECMWF Governing Equations 3 Slide 1 Governing Equations III Thanks to Piotr Smolarkiewicz by Nils Wedi (room 007; ext. 2657)

ECMWFGoverning Equations 3 Slide 11

Two-layer t=0.15

Page 12: ECMWF Governing Equations 3 Slide 1 Governing Equations III Thanks to Piotr Smolarkiewicz by Nils Wedi (room 007; ext. 2657)

ECMWFGoverning Equations 3 Slide 12

Shallow water t=0.15

Page 13: ECMWF Governing Equations 3 Slide 1 Governing Equations III Thanks to Piotr Smolarkiewicz by Nils Wedi (room 007; ext. 2657)

ECMWFGoverning Equations 3 Slide 13

Two-layer t=0.5

Page 14: ECMWF Governing Equations 3 Slide 1 Governing Equations III Thanks to Piotr Smolarkiewicz by Nils Wedi (room 007; ext. 2657)

ECMWFGoverning Equations 3 Slide 14

Shallow water t=0.5

Page 15: ECMWF Governing Equations 3 Slide 1 Governing Equations III Thanks to Piotr Smolarkiewicz by Nils Wedi (room 007; ext. 2657)

ECMWFGoverning Equations 3 Slide 15

Classical Boussinesq approximation

eg. Durran (1999)

Page 16: ECMWF Governing Equations 3 Slide 1 Governing Equations III Thanks to Piotr Smolarkiewicz by Nils Wedi (room 007; ext. 2657)

ECMWFGoverning Equations 3 Slide 16

Projection method

Subject to boundary conditions !!!

Page 17: ECMWF Governing Equations 3 Slide 1 Governing Equations III Thanks to Piotr Smolarkiewicz by Nils Wedi (room 007; ext. 2657)

ECMWFGoverning Equations 3 Slide 17

Integrability condition

With boundary condition:

Page 18: ECMWF Governing Equations 3 Slide 1 Governing Equations III Thanks to Piotr Smolarkiewicz by Nils Wedi (room 007; ext. 2657)

ECMWFGoverning Equations 3 Slide 18

Solution Ap = fDue to the discretization in space a banded matrix A arises with size (N x L)2 N=number of gridpoints, L=number of levels

Classical schemes include Gauss-elimination for small problems, iterative methods such as Gauss-Seidel and over-relaxation methods. Most commonly used techniques for the iterative solution of sparse linear-algebraic systems that arise in fluid dynamics are the preconditioned conjugate gradient method, e.g. GMRES, and the multigrid method (Durran,1999). More recently, direct methods are proposed based on matrix-compression techniques (e.g. Martinsson,2009)

Page 19: ECMWF Governing Equations 3 Slide 1 Governing Equations III Thanks to Piotr Smolarkiewicz by Nils Wedi (room 007; ext. 2657)

ECMWFGoverning Equations 3 Slide 19

Importance of the Boussinesq linearization in the momentum equation

Incompressible Euler two-layer fluid flow past obstacle

Two layer flow animation with density ratio 1:1000 Equivalent to air-water

Incompressible Boussinesq two-layer fluid flow past obstacle

Two layer flow animation with density ratio 297:300 Equivalent to moist air [~ 17g/kg] - dry air

Incompressible Euler two-layer fluid flow past obstacle

Incompressible Boussinesq two-layer fluid flow past obstacle

Page 20: ECMWF Governing Equations 3 Slide 1 Governing Equations III Thanks to Piotr Smolarkiewicz by Nils Wedi (room 007; ext. 2657)

ECMWFGoverning Equations 3 Slide 20

Anelastic approximation

Batchelor (1953); Ogura and Philipps (1962); Wilhelmson

and Ogura (1972); Lipps and Hemler (1982); Bacmeister and

Schoeberl (1989); Durran (1989); Bannon (1996);

Page 21: ECMWF Governing Equations 3 Slide 1 Governing Equations III Thanks to Piotr Smolarkiewicz by Nils Wedi (room 007; ext. 2657)

ECMWFGoverning Equations 3 Slide 21

Anelastic approximationLipps and Hemler (1982);

Page 22: ECMWF Governing Equations 3 Slide 1 Governing Equations III Thanks to Piotr Smolarkiewicz by Nils Wedi (room 007; ext. 2657)

ECMWFGoverning Equations 3 Slide 22

Numerical Approximation

Compact conservation-law form:

Lagrangian Form:

Page 23: ECMWF Governing Equations 3 Slide 1 Governing Equations III Thanks to Piotr Smolarkiewicz by Nils Wedi (room 007; ext. 2657)

ECMWFGoverning Equations 3 Slide 23

LE, flux-form Eulerian or Semi-Lagrangian formulation using MPDATA advection schemes Smolarkiewicz and Margolin (JCP, 1998)

with Prusa and Smolarkiewicz (JCP, 2003)

specified and/or periodic boundaries

with

Numerical Approximation

Page 24: ECMWF Governing Equations 3 Slide 1 Governing Equations III Thanks to Piotr Smolarkiewicz by Nils Wedi (room 007; ext. 2657)

ECMWFGoverning Equations 3 Slide 24

time

Importance of implementation detail?

Example of translating oscillator (Smolarkiewicz, 2005):

Page 25: ECMWF Governing Equations 3 Slide 1 Governing Equations III Thanks to Piotr Smolarkiewicz by Nils Wedi (room 007; ext. 2657)

ECMWFGoverning Equations 3 Slide 25

Example

”Naive” centered-in-space-and-time discretization:

Non-oscillatory forward in time (NFT) discretization:

paraphrase of so called “Strang splitting”, Smolarkiewicz and Margolin (1993)

Page 26: ECMWF Governing Equations 3 Slide 1 Governing Equations III Thanks to Piotr Smolarkiewicz by Nils Wedi (room 007; ext. 2657)

ECMWFGoverning Equations 3 Slide 26

Compressible Euler equations

Davies et al. (2003)

Page 27: ECMWF Governing Equations 3 Slide 1 Governing Equations III Thanks to Piotr Smolarkiewicz by Nils Wedi (room 007; ext. 2657)

ECMWFGoverning Equations 3 Slide 27

Compressible Euler equations

Page 28: ECMWF Governing Equations 3 Slide 1 Governing Equations III Thanks to Piotr Smolarkiewicz by Nils Wedi (room 007; ext. 2657)

ECMWFGoverning Equations 3 Slide 28

Pressure based formulationsHydrostatic

Hydrostatic equations in pressure coordinates

Page 29: ECMWF Governing Equations 3 Slide 1 Governing Equations III Thanks to Piotr Smolarkiewicz by Nils Wedi (room 007; ext. 2657)

ECMWFGoverning Equations 3 Slide 29

Pressure based formulationsHistorical NH

(Miller (1974); Miller and White (1984))

Page 30: ECMWF Governing Equations 3 Slide 1 Governing Equations III Thanks to Piotr Smolarkiewicz by Nils Wedi (room 007; ext. 2657)

ECMWFGoverning Equations 3 Slide 30

Pressure based formulations

(Rõõm et. al (2001),

and references therein)

developed within the HIRLAM group

Page 31: ECMWF Governing Equations 3 Slide 1 Governing Equations III Thanks to Piotr Smolarkiewicz by Nils Wedi (room 007; ext. 2657)

ECMWFGoverning Equations 3 Slide 31

Pressure based formulationsMass-coordinate

Define ‘mass-based coordinate’ coordinate: Laprise (1992)

relates to Rõõm et. al (2001):

By definition monotonic with respect to geometrical height

‘hydrostatic pressure’ in a vertically unbounded shallow atmosphere

Page 32: ECMWF Governing Equations 3 Slide 1 Governing Equations III Thanks to Piotr Smolarkiewicz by Nils Wedi (room 007; ext. 2657)

ECMWFGoverning Equations 3 Slide 32

Laprise (1992)

Momentum equation

Thermodynamic equation

Continuity equation

Pressure based formulations

with

Page 33: ECMWF Governing Equations 3 Slide 1 Governing Equations III Thanks to Piotr Smolarkiewicz by Nils Wedi (room 007; ext. 2657)

ECMWFGoverning Equations 3 Slide 33

Compressible vs. anelastic Davies et. al. (2003)

Hydrostatic

Lipps & Hemler approximation

Page 34: ECMWF Governing Equations 3 Slide 1 Governing Equations III Thanks to Piotr Smolarkiewicz by Nils Wedi (room 007; ext. 2657)

ECMWFGoverning Equations 3 Slide 34

Compressible vs. anelastic

Equation set V A B C D E

Fully compressible 1 1 1 1 1 1

Hydrostatic 0 1 1 1 1 1

Pseudo-incompressible (Durran 1989) 1 0 1 1 1 1

Anelastic (Wilhelmson & Ogura 1972) 1 0 1 1 0 0

Anelastic (Lipps & Hemler 1982) 1 0 0 1 0 0

Boussinesq 1 0 1 0 0 0

Page 35: ECMWF Governing Equations 3 Slide 1 Governing Equations III Thanks to Piotr Smolarkiewicz by Nils Wedi (room 007; ext. 2657)

ECMWFGoverning Equations 3 Slide 35

Compressible vs. anelastic

Normal mode analysis done on linearized equations noting

distortion of Rossby modes if equations are (sound-)filtered

Differences found with respect to deep gravity modes between

different equation sets. Conclusions on gravity modes are

subject to simplifications made on boundaries, shear/non-shear

effects, assumed reference state, increased importance of the

neglected non-linear effects.

The Anelastic/Boussinesq simplification in the momentum

equation (not when pseudo-incompressible) simplifies baroclinic

production of vorticity, i.e. possible steepening effect of vortices

missing (see also §10.4 and Fig. 10.8 in Dutton (1967))

Page 36: ECMWF Governing Equations 3 Slide 1 Governing Equations III Thanks to Piotr Smolarkiewicz by Nils Wedi (room 007; ext. 2657)

ECMWFGoverning Equations 3 Slide 36

Compressible vs. anelastic

Recent scale analysis suggests the validity of anelastic approximations for weakly compressible atmospheres, low Mach number flows and realistic atmospheric stratifications (Δ 30K) (Klein et al., 2010), well beyond previous estimates!

Recently, Arakawa and Konor (2009) combined the hydrostatic and anelastic equations into a quasi-hydrostatic system potentially suitable for cloud-resolving simulations.