An ensemble study of HyMeX IOP6 and IOP7a Alan Hally (1,2), Evelyne Richard (1), Véronique Ducrocq...
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Transcript of An ensemble study of HyMeX IOP6 and IOP7a Alan Hally (1,2), Evelyne Richard (1), Véronique Ducrocq...
An ensemble study of HyMeX IOP6 and IOP7a
Alan Hally(1,2), Evelyne Richard(1), Véronique Ducrocq(2)
(1) LA, University of Toulouse, France
(2) CNRM, Météo-France, Toulouse, France
WWOSC2014, 16th-21th August 2014, Montreal - Canada
Motivations• Numerical forecasting of heavy precipitation events
(HPEs) has progressed immensely, but accurate and timely precipitation forecast for flash-flood prediction still remains a challenge
• Initial and boundary conditions have great importance
• Errors in the parameterisation of physical processes can lead to incorrect descriptions of convection
Ensemble study of IOP6 and IOP7a: Sensitivity to physical and IC/BC uncertainties
Methodology (1)
• All simulations undertaken with Meso-NH• Initial (IC) and boundary condition (BC) uncertainties
investigated using 4 different sets of conditions– Météo-France AROME analyses (2.5km)(Label – AR)– HyMeX-dedicated AROME-WMED analyses (2.5km)(WM)– ECMWF analyses (~16km)(WF)– ARPEGE analyses (10.5km over France)(AP)
• Ensembles labelled ICBC(6)(7a) depending on the IOP
Ensemble study of IOP6 and IOP7a: Sensitivity to physical and IC/BC uncertainties
Methodology (2)• Perturbations are introduced upon the microphysical time
tendencies as follows
jjmic PROCrt
r
j
)*)(
(
Ensemble study of IOP6 and IOP7a: Sensitivity to physical and IC/BC uncertainties
Microphysical time tendency of any water specie
Random multiplication factor
Source/sink of microphysical process perturbed
Ice
Snow
Graupel
Cloud droplets
Raindrops
Source and sink of each warm microphysical process perturbed by same factor
Methodology (3)
• r has a value in the range 0.5 – 1.5 for perturbing microphysics and turbulence tendencies
Ensemble study of IOP6 and IOP7a: Sensitivity to physical and IC/BC uncertainties
• Perturbations are introduced upon the turbulent tendency of any state variable X as follows
i
j
turb
x
Xur
t
X
)''()(
Turbulent time tendency of state variable X Random multiplication factor
Turbulent flux of X
Each turbulent flux term perturbed by same perturbing factor
• Physical process ensembles contained 10 perturbed members + CTRL run
• The most accurate member of the ICBC ensemble served as CTRL run for physical process ensembles
• Warm microphysical processes perturbed in ensembles labelled WA(6)(7a)
• Warm and cold microphysical processes simultaneously perturbed in WC(6)(7a) ensembles
• Warm and cold microphysical and turbulence processes simultaneously perturbed in MT(6)(7a) ensembles
Ensemble study of IOP6 and IOP7a: Sensitivity to physical and IC/BC uncertainties
Description of Ensembles
Model & Simulation set-up
• Meso-NH– 288 x 288 point grid– 2.5km horizontal resolution– 4s time step– ICE3 microphysics– 1D turbulence (Cuxart et al.)
• IOP6 – Simulations initialised 23rd Sept at
18UTC– 24 h simulation period
• IOP7a– Simulations initialised 26th Sept at
00UTC– 24 h simulation period
Ensemble study of IOP6 and IOP7a: Sensitivity to physical and IC/BC uncertainties
Description of Case Studies – IOP6
On the evening of the 23rd of September and into the early hours of the 24th, a trough led to low-level conditions favorable to convection over the SE Massif Central mountains with moderate to weak low-level flow. This instigated an intense and fast-moving convective line, with a convective rainfall peak at 02UTC.
Z + T 500hPa (18UTC) θ and winds at 950hPa (18UTC)
Ensemble study of IOP6 and IOP7a: Sensitivity to physical and IC/BC uncertainties
Description of Case Studies – IOP7a
In the early hours of the 26th of September, a cold front approached Western Mediterranean areas with warm and moist low-level southerly flow ahead of it. Over the target area, a convective system appeared in the early morning peaking at 08UTC in the presence of strong low-level flow. The passing of the front brought a second rainfall peak at 17UTC.
Ensemble study of IOP6 and IOP7a: Sensitivity to physical and IC/BC uncertainties
Z + T 500hPa (18UTC) θ and winds at 950hPa (18UTC)
Results – IOP6 – ICBC Ensemble
Ensemble study of IOP6 and IOP7a: Sensitivity to physical and IC/BC uncertainties
All simulations displace convective line to the north over the Cévennes.
AR the only simulation to simulate rain in the Gard department
AR WM
WF AP
Results – IOP6 – ICBC Ensemble
Ensemble study of IOP6 and IOP7a: Sensitivity to physical and IC/BC uncertainties
AR most correctly simulates the intensity of the peak.
AR also gives the highest spatial correlation and correct standard deviation with the OBS
All simulations display a time delay of 3 h with the OBS.
Results – IOP6 – Physical Process Ensembles
Ensemble study of IOP6 and IOP7a: Sensitivity to physical and IC/BC uncertainties
MT6
WC6
WA6
WARMCOLDTURBULENCE
WARMCOLD
WARM
Results – IOP6 – Physical Process Ensembles
Ensemble study of IOP6 and IOP7a: Sensitivity to physical and IC/BC uncertainties
MT6WARMCOLDTURBULENCE
WC6WARMCOLD
WARMWA6
Results – IOP7a – ICBC Ensemble
Ensemble study of IOP6 and IOP7a: Sensitivity to physical and IC/BC uncertainties
Convective Frontal Passage
AR WM
WF AP
All simulations succeed in capturing both convective line and frontal rainfall.
WM simulation pushes convective line to the east of observed area.
WF simulation over-estimates intensity of convective peak.
Results – IOP7a – ICBC Ensemble
Ensemble study of IOP6 and IOP7a: Sensitivity to physical and IC/BC uncertainties
Both peaks seen by all simulations.
AR and WF give highest spatial correlations with the OBS.
AR gives most accurate frontal peak.
No time delay with the OBS as in IOP6.
Results – IOP7a – Physical Process Ensembles
Ensemble study of IOP6 and IOP7a: Sensitivity to physical and IC/BC uncertainties
MT7a
WC7a
WA7a
WARMCOLDTURBULENCE
WARMCOLD
WARM
Results – IOP7a – Physical Process Ensembles
Ensemble study of IOP6 and IOP7a: Sensitivity to physical and IC/BC uncertainties
MT7aWARMCOLDTURBULENCE
WC7aWARMCOLD
WARMWA7a
Sensitivity to the Different Perturbations
Ensemble study of IOP6 and IOP7a: Sensitivity to physical and IC/BC uncertainties
WARMCOLDTURBULENCE
INITIAL AND BOUNDARY CONDITIONS
IOP6
IOP6 IOP7a
IOP7a
Conclusions & Perspectives• IOP6 (low model skill and moderate to weak low-
level flow) more sensitive to physical perturbations than IOP7a (high model skill and strong low-level flow)
• Dispersion introduced in surface rainfall of ICBC and physical perturbation ensembles comparable when model skill and low-level flow are weak (IOP6) but not when both are high (IOP7a)
• Results published in NHESS : Hally et al (2014)• Perform a similar analysis for less synoptically forced
cases
Ensemble study of IOP6 and IOP7a: Sensitivity to physical and IC/BC uncertainties
Thank You