. (Peter) M.K. Yau 1 Collaborators : Frederic Chosson 1 Paul - - PowerPoint PPT Presentation

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. (Peter) M.K. Yau 1 Collaborators : Frederic Chosson 1 Paul - - PowerPoint PPT Presentation

RECENT RESEARCH ON A MULTI-MOMENT MICROPHYSICS SCHEME FOR NUMERICAL PREDICTION OF EXTREME WEATHER . (Peter) M.K. Yau 1 Collaborators : Frederic Chosson 1 Paul Vaillancourt 2 Jason Milbrandt 2 1 McGill University, Montreal, Canada 2 Environment


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RECENT RESEARCH ON A MULTI-MOMENT MICROPHYSICS SCHEME FOR NUMERICAL PREDICTION OF EXTREME WEATHER (Peter) M.K. Yau1

Collaborators : Frederic Chosson1 Paul Vaillancourt2 Jason Milbrandt2

1McGill University, Montreal, Canada 2Environment Canada, Meteorological Research Division

(MRD), Dorval, Canada

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Global Uniform Global Variable Limited Area (LAM)

Environment Canada's NWP Model GEM (Global Environmental Multiscale)

  • non-hydrostatic
  • fully compressible
  • semi-implicit
  • semi-Lagrangian
  • one-way self-nesting
  • staggered vertical grid

(Charney-Phillips) Côté et al. (1998) Mon. Wea. Rev.

Yin-Yang

Various grid configurations:

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Page 6

HRDPS Canada No assim

Grid Spacing (km) Forecast Length (days) Sub-Monthly Numerical Prediction Systems by the End of 2013-2015

Increase resolution for GDPS, REPS, RDPS +4D-Var National grid HRDPS

1 10 50 1 2 10

2.5km RDPS North Amer. 4D-Var GDPS Global 4D-Var 10 km GEPS Global EnKF 66 km REPS North Amer. no assim 15 km 25 km

*Courtesy of Martin Charron

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Page 7

RPS North Amer. REnKF/En-Var

Grid Spacing (km) Forecast Length (days) Sub-Monthly Numerical Prediction Systems in 2015-17 1 10 50 1 2 10

2.5km HRDPS Canada En-Var 10-15 km

High-resolution surface systems will appear

GPS Global EnKF/En-Var 10 km control 30-40 km members GEM-Surf Canada CaLDAS 250 m

*Courtesy of Martin Charron

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Current Microphysics in Environment Canada's forecast model

GEM (Global Environmental Multiscale)

Global Regional Local

Grid configurations: Sundqvist Cloud Scheme Double moment Milbrandt-Yau Scheme

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The Sundqvist cloud scheme

  • Cloud-cover fraction diagnosed (function of RH)
  • Condensation occurs when RH > 80% near

surface

  • Total condensate (cloud water/ice) predicted
  • Partition of cloud water and ice diagnosed
  • Precipitation diagnosed and falls instantly to the

ground

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Multi-moment scheme Milbrandt and Yau (JAS 2005 a,b) Milbrandt and Yau (JAS, 2006 a,b) Gultepe and Milbrandt (Pure App. Geoph.,2007) Milbrandt et al. (MWR, 2008) Milbrandt et al. (MWR, 2010) Dawson et al. (MWR, 2010) Morrison and Milbrandt (MWR, 2011) Milbrandt and Morrison (JAS, 2013) Six hydrometeor categories:

2 liquid: cloud, rain 4 frozen: ice, snow, graupel, hail Scheme implemented in GEM-Local (Canada) ARPS (U Oklahoma, US) WRF 3.2 (US) COAMPS (US)

RAIN GRAUPEL HAIL SEDIMENTATION SEDIMENTATION VAPOR ICE CLOUD

VDvr VDvs NUvi, VDvi CLci, MLic, FZci CLcs CNig CNis, CLis CLri CLih CLsh CLir-g CLsr-h CLir-g CLsr-g CLch CNsg CNgh MLgr CLcg VDvg CLir VDvh

self- collection self- collection

CLrh, MLhr,SHhr NUvc, VDvc CNcr, CLcr CLsr CLrs MLsr, CLsr

SNOW

The Milbrandt-Yau microphysics scheme For high resolution, grid point saturation gives clouds, no cloud fraction

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Future HRDPS

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Page 12

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Develop a unified double moment, multiclass microphysical scheme that can be used on the largest possible scale range in NWP models

GM

100m 500m 1km 4km 10km 30km 100km 2.5km 15km

CRM LES

NWP

OBJECTIVE WHY?

  • Consistency amongst models: deterministic and probabilistic prediction systems
  • Decrease spin-up and more consistent background field for data assimilation
  • Better microphysics for coarser resolution models

HOW ?

multi-moment, multi-class microphysical schemes has been developed for small scales

  • Extend to larger spatial scales: implement subgrid cloud/precip fractions
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t q

dq PDF a

s

=

DEFINITIONS :

  • 1. The cloud fraction is the fraction of the grid that is supersaturated
  • 2. The cloud fraction eventually contains the cloudy species :

cloud droplets, small ice particles, and snow particles (hydrometeors experiencing water vapour deposition)

Subgrid Cloud Fraction

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Subgrid Precipitation Fraction

cld p k clr p k p k

a a a + =

  • Maximum-

random overlap

  • Precip. comes

from overlying clouds

cloud fraction

Details in Chosson et al. (2013)

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SLIDE 16

p

a

Overlap assumptions

cloud-precip. interaction microphysical processes

( )

r c proc c

q q F t q ,

.

= ∂ ∂

p cld p r c proc c

a a q a q F t q . ,

.

  • =

∂ ∂

OVERLAP OF PRECIPITATION AND CLOUD FRACTIONS

p cld

a a

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Intercomparison using GEM-REGIONAL

f(T) Milbrandt and Yau (2005) original Milbrandt and Yau (2005) + SCF Sundqvist et al. (1989) single moment single class double moment six hydrometeor classes + Subgrid Cloud/Precip. Fraction scheme

Operational regional GEM ∆x=15km ∆t=450 sec 20 Dec. 2008 Simulation 36h comparison on the last 24h

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Observations from CloudSat/Calipso

Calipso + CloudSat = LiDAR + RaDAR + Modis (IR) = DARDAR CLOUD products

(J. Delanoe, R. Hogan, 2008, 2010) vertical profiles of cloud masks, IWC, effective radius, extinction, optical thickness, ... with horizontal resolution of 1.1km vertical resolution of 60m

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Intercomparison

2 2 3 4 5 6 7 8 9 3 4 5 6 7 8 9

Each DARDAR profile of each overpass is compared to the closest profile in space and time from the GEM simulations.

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2 3 4 5 6 7 8 9 DARDAR Sundqvist M&Y+SCF M&Y

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DARDAR Sundqvist M&Y+SCF M&Y 0.0 0.125 IWC (g/m3) 0.25 0.375 0.5 0.625 0.75 0.875 1.0

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Intercomparison

2 3 4 5 6 7 8 9 CF IWC (g/m3) in-cloud IWC (g/m3)

All Clouds

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  • 4. Future research

a) Consolidation of ice crystal and snow categories (graupel and hail already consolidated) a) Microphysical sub-time stepping c) Better treatment of sub-grid scale vertical motion and sedimentation d) Improve microphysics in convective parameterization scheme and proper interface between convection, microphysics, and radiation