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Zavisa Janjic, Omaha 2009 1 Further development of a model for a broad range of spatial and temporal scales Zavisa Janjic

Further development of a model for a broad range of spatial and temporal scales Zavisa Janjic

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Further development of a model for a broad range of spatial and temporal scales Zavisa Janjic. NMM-B Dynamical Core. Nonhydrostatic Multiscale Model on B grid (N M M-B) Further evolution of WRF NMM (Nonhydrostatic Mesoscale Model) - PowerPoint PPT Presentation

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Page 1: Further development of a model for a broad range of spatial and temporal scales Zavisa Janjic

Zavisa Janjic, Omaha 2009 1

Further development of a model for a broad range of spatial and temporal scales

Zavisa Janjic

Page 2: Further development of a model for a broad range of spatial and temporal scales Zavisa Janjic

Zavisa Janjic, Omaha 2009 2

NMM-B Dynamical Core

Nonhydrostatic Multiscale Model on B grid (NMM-B)Further evolution of WRF NMM (Nonhydrostatic Mesoscale Model)

Intended for wide range of spatial and temporal scales, from meso to global, and from weather to climate

Evolutionary approach, built on NWP and regional climate study experience by relaxing hydrostatic approximation (instead of extending cloud models to large scales; Janjic et al., 2001, MWR; Janjic, 2003, MAP)

Applicability of the model extended to nonhydrostatic motionsFavorable features of the hydrostatic formulation preserved

The nonhydrostatic option as an add–on nonhydrostatic module

Reduced cost at lower resolutionsEasy comparison of hydrostatic and nonhydrostatic solutions

Pressure based vertical coordinate

Nondivergent flow on coordinate surfaces (often forgotten)No problems with weak static stability on meso scales

Page 3: Further development of a model for a broad range of spatial and temporal scales Zavisa Janjic

Zavisa Janjic, Omaha 2009 3

Conservation of important properties of continuous system (Arakawa, 1966, 1972, …; Janjic, 1977, …; Sadourny, 1968, … ; … aka “mimetic” approach in Comp. Math)

Nonlinear energy cascade controlled through energy and enstrophy conservation“Finite volume”A number of first order and quadratic quantities conserved A number of properties of differential operators preservedOmega-alpha term, consistent transformations between KE and PEErrors associated with representation of orography minimized

NMM-B Dynamical Core

Page 4: Further development of a model for a broad range of spatial and temporal scales Zavisa Janjic

Zavisa Janjic, Omaha 2009 4

Coordinate system and gridGlobal lat-lon, regular gridRegional rotated lat-lon, more uniform grid sizeArakawa B grid (in contrast to the WRF-NMM E grid)

h h h v vh h h v vh h h

Pressure-sigma hybrid (Sangster 1960; Arakawa and Lamb 1977; Simmons and Burridge 1981)

Flat coordinate surfaces at high altitudes where sigma problems worst (e.g. Simmons and Burridge, 1981)Higher vertical resolution over elevated terrainNo discontinuities and internal boundary conditions

Lorenz vertical grid

NMM-B Dynamical Core

Page 5: Further development of a model for a broad range of spatial and temporal scales Zavisa Janjic

Zavisa Janjic, Omaha 2009 5

Polar filter configuration“Decelerator”

Tendencies of T, u, v, Eulerian tracers, divergence, dw/dt, deformation

Physics not filtered

Polar filter formulationWaves in the zonal direction faster than waves with the same wavelength in the latitudinal direction slowed down

Filter response function quasi 1-2-1 (on filtered part of spectrum)

Time stepping explicit, except for vertical advection and vertically propagating sound waves

NCEP’s WRF NMM “standard” physical package (more options will be available)

NMM-B Dynamical Core

Page 6: Further development of a model for a broad range of spatial and temporal scales Zavisa Janjic

Zavisa Janjic, Omaha 2009 6

Recent upgrades

Recent upgrades

New hybrid vertical coordinate

New Eulerian tracer advection scheme

Gravity wave drag (Kim & Arakawa 1995; Lott & Miller 1997; Alpert, 2004)

RRTM radiation (Mlawer et al. 1997, implemented by Carlos Perez, BSC)

Page 7: Further development of a model for a broad range of spatial and temporal scales Zavisa Janjic

Zavisa Janjic, Omaha 2009 7

PD

Vertical coordinate

Hybrid vertical coordinate (Sangster 1960; Arakawa and Lamb 1977; “SAL”)

Inhomogeneity of vertical resolution over high topography at pressure-sigma transition point as sigma layers shrink over high topography. May be a problem with some NCEP models.

Pressure range

Sigma range

TOPPD

Page 8: Further development of a model for a broad range of spatial and temporal scales Zavisa Janjic

Zavisa Janjic, Omaha 2009 8

Vertical coordinate

Simmons and Burridge (1981) style pressure-sigma mix (“SB”) for consistency with global data assimilation

A modification of Eckerman (2008) algorithm for generating the coordinate (preferred) with:

Increased resolution at bottom, tropopause and top

Transition point between pressure and sigma-pressure mix around 300 mb (globally)

Transition to pressure point below tropopause

The NCEP GFS vertical coordinate (Iredell)

Sigma pressure transition point at 60 mb

Page 9: Further development of a model for a broad range of spatial and temporal scales Zavisa Janjic

Zavisa Janjic, Omaha 2009 9

0

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0 10000 20000 30000 40000 50000 60000 70000 80000 90000 100000

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0 10000 20000 30000 40000 50000 60000 70000 80000 90000 100000

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0 10000 20000 30000 40000 50000 60000 70000 80000 90000 100000

0.7

0.75

0.8

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1

1 6 11 16 21 26 31 36 41 46 51 56

Cumulative distribution of topography height in global NMM-B in 100 m bins

ps=1000 mb ps=750 mb

ps=500 mb

Example: Thicknesses of the NMM B 64 layers, ptop=0, transition at 300 mb

Page 10: Further development of a model for a broad range of spatial and temporal scales Zavisa Janjic

Zavisa Janjic, Omaha 2009 10

Vertical coordinate …

5 day hemispheric sample forecasts with different vertical coordinates

0.3333 deg meridionally (37 km), 64 levels resolution, comparable to operational GFS resolution

ECMWF forecasts, latest available ECMWF forecasts as verification for sanity check

Page 11: Further development of a model for a broad range of spatial and temporal scales Zavisa Janjic

Zavisa Janjic, Omaha 2009 11

+72

+120 +120+120

+120

ECMWF ECMWF

SB SAL GFSNMMB NMMBNMMB

SB -- NMMB, Simmons & Burridge-NRL, NMM, 300 mb

SAL -- NMMB, Sangster-Arakawa-Lamb, NMM, 300 mb

GFS -- NMMB, SB-Iredell, 70 mb, 1 mb ptop

Page 12: Further development of a model for a broad range of spatial and temporal scales Zavisa Janjic

Zavisa Janjic, Omaha 2009 12

+120 +120+120

+72+120

ECMWF ECMWF

SB SAL GFSNMMB NMMBNMMB

SB -- NMMB, Simmons & Burridge-NRL, NMM, 300 mb

SAL -- NMMB, Sangster-Arakawa-Lamb, NMM, 300 mb

GFS -- NMMB, SB-Iredell, 70 mb, 1 mb ptop

Page 13: Further development of a model for a broad range of spatial and temporal scales Zavisa Janjic

Zavisa Janjic, Omaha 2009 13

Eulerian tracer advection scheme

Transport of “passive” scalars

Conservative (for cyclic boundary conditions, closed domain or rigid wall boundary conditions in combination with continuity Eq.)Positive definiteMonotoneAffordable

Lagrangian ?

Strict conservationOpen boundary conditions

Eulerian ?

Positive definitnessMonotonicity

Page 14: Further development of a model for a broad range of spatial and temporal scales Zavisa Janjic

Zavisa Janjic, Omaha 2009 14

Eulerian tracer advection scheme

Eulerian alternative

Conservation through flux cancelations, not forced a posteriori

Quadratic conservative advection scheme coupled with continuity Eq

Crank-Nicholson for vertical advectionModified Adams-Bashforth for horizontal advection

Advection of square roots of tracers (c.f. Schneider, MWR 1984) provides positive definitness

Quadratic conservation provides tracer mass conservation

Monotonization with a posteriori forced conservation to correct oversteepening

Page 15: Further development of a model for a broad range of spatial and temporal scales Zavisa Janjic

Zavisa Janjic, Omaha 2009 15

Eulerian tracer advection scheme

Implemented and tested in

PC version of NMM-BGlobal and regional NMM-B

Performance

Satisfactory mass conservation considering other uncertaintiesSatisfactory shape and extremes preservation

CostFaster than the Lagrangian scheme per time step, BUTOverall slower than the Lagrangian scheme due to shorter advection stepStable with longer time steps (2 times), appears safe for standard model tracers

Page 16: Further development of a model for a broad range of spatial and temporal scales Zavisa Janjic

Zavisa Janjic, Omaha 2009 16

Courtesy Youhua Tang

New Eulerian

Old Lagrangian

Boundary reached

Page 17: Further development of a model for a broad range of spatial and temporal scales Zavisa Janjic

Zavisa Janjic, Omaha 2009 17

Eulerian tracer advection scheme

PC NMM-B runs

Global domain1.4 x 1.0 deg, 32 levelsPolar filtering of advection tendencies Initial cuboid throughout the atmosphereWinter case (strong wind)

minimum= .0000E+00 maximum= .0000E+00 interval= .0000E+00

NP

GM

ID

500. mb tracer

17. 1.2008. 12 UTC + 00000

Page 18: Further development of a model for a broad range of spatial and temporal scales Zavisa Janjic

Zavisa Janjic, Omaha 2009 18

minimum= .0000E+00 maximum= .0000E+00 interval= .0000E+00

NP

GM

ID

250. mb tracer

17. 1.2008. 12 UTC + 00060

minimum= .0000E+00 maximum= .0000E+00 interval= .0000E+00

NP

GM

ID

250. mb tracer

17. 1.2008. 12 UTC + 00120

2.5 days 5 days

minimum= .0000E+00 maximum= .0000E+00 interval= .0000E+00

NP

GM

ID

250. mb tracer

17. 1.2008. 12 UTC + 00180

minimum= .0000E+00 maximum= .0000E+00 interval= .0000E+00

NP

GM

ID

250. mb tracer

17. 1.2008. 12 UTC + 00360

7.5 days 15 days

Page 19: Further development of a model for a broad range of spatial and temporal scales Zavisa Janjic

Zavisa Janjic, Omaha 2009 19

0.00000

1.00000

1 378 755 1132 1509 1886 2263 2640 3017 3394 3771 4148 4525 4902 5279 5656

Series1

0.00000

1.00000

1 378 755 1132 1509 1886 2263 2640 3017 3394 3771 4148 4525 4902 5279 5656

Series1

15 days

No monotonization

Monotonization

1-2% initial drop

Page 20: Further development of a model for a broad range of spatial and temporal scales Zavisa Janjic

Zavisa Janjic, Omaha 2009 20

Courtesy: Barcelona Supercomputing Center (BSC)Designated center within WMO Sand and Dust Storm Warning Advisory and Assessment System (SDS-WAS)

Page 21: Further development of a model for a broad range of spatial and temporal scales Zavisa Janjic

Zavisa Janjic, Omaha 2009 21

Gravity Wave Drag

Example of large impact of GWD (Kim & Arakawa 1995; Lott & Miller 1997; Alpert, 2004)

Cycle 2009021812 (randomly chosen)

Anomaly Correlation Coefficient, 500 mb, Northern Hemisphere

Day 1 2 3 4 5 6 7 8

No GWD 0.995 0.985 0.960 0.924 0.836 0.674 0.517 0.469

GWD 0.996 0.987 0.962 0.929 0.866 0.772 0.689 0.608

ACC exceeds 0.60 at day 7 and 8

Page 22: Further development of a model for a broad range of spatial and temporal scales Zavisa Janjic

Zavisa Janjic, Omaha 2009 22

GLOBAL

Randomly chosen cycle 20090318_12UTCGlobal

AC

NEW RRTM radiation code within NMM-B, Courtesy Carlos Perez

Page 23: Further development of a model for a broad range of spatial and temporal scales Zavisa Janjic

Zavisa Janjic, Omaha 2009 23

Conclusions and plans

Unified model for a wide range of spatial and temporal scales being developed as an extension of the WRF NMM

Evolutionary approach, model built on NWP and regional climate simulation experience, grid point, explicit

Upgraded vertical hybrid coordinate definition

Eulerian positive definite and monotone tracer advection

Positive impact of GWD and upgraded radiation parameterizations

Promising performance, competitive in mini parallels

Experimentation to improve radiation-cloud interaction (Perez, BSC, Vasic)

Work on improved global initial conditions (from GFS spectral coefficients) (Sela, Vasic, Janjic)

Regional version planned to replace the WRF NMM as the regional forecasting model for North America (NAM) in 2010 within NEMS