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Forecasting convective initiation over Alpine terrain by means of automatic nowcasting and a high-resolution
NWP model
Georg Pistotnik, Thomas Haiden, Christoph Wittmann
2009-10-27
CSIP & COPS Meeting 2009, Cambridge
Overview
Contents:
1. What is INCA, ALADIN, AROME?
2. Previous work on convective initiation (INCA / ALADIN framework)
3. Future work on convective initiation (INCA / AROME framework) – a test case
4. Conclusions and expectations
2009-10-27
CSIP & COPS Meeting 2009, Cambridge
What is … INCA?
high resolution analyses and (short range) forecasts
(Δx = 1 km, Δt = 15min or 60 min)
station measurementsradar and satellite data
high resolution topographic data
INCA
NWP model data
Integrated Nowcasting through Comprehensive Analysis (INCA):
http://www.zamg.ac.at/fix/INCA_system.pdf
2009-10-27
CSIP & COPS Meeting 2009, Cambridge
What is … ALADIN, AROME?
Limited area NWP models ALADIN and AROME:
ALADIN AROME
update frequency: 6 hours 24 hours
domain: Central Europe Austria (plus near surroundings)
forecast range: 72 hours 30 hours
horizontal resolution: 9.6 km 2.5 km
vertical resolution: 60 levels 60 levels
treatment of convection: parameterization explicit simulation
status: operational testbed
use in INCA: background fields no
2009-10-27
CSIP & COPS Meeting 2009, Cambridge
Previous work
INCA precipitation (2D):• Analysis generated by optimized combination of station
measurements and radar data• Pure nowcast (extrapolation of analysis) from t0 to t0+2h• NWP forecast (optimized combination of ALADIN and ECMWF)
beyond t0+6h• Linear transition in-between
2009-10-27
CSIP & COPS Meeting 2009, Cambridge
Previous work (2)
INCA temperature and humidity analysis (3D):• ALADIN forecast interpolated onto INCA grid• 3D correction by observations• Physical assumptions to allow boundary layer effects=> Input for analysis of convective indices (CAPE, CIN, …)
INCA wind analysis (3D):• ALADIN forecast interpolated onto INCA grid• 3D correction by observations• Relaxation algorithm to ensure mass-consistency=> Input for analysis of moisture flux convergence
Replace conventional nowcasting by „convective nowcasting“!
2009-10-27
CSIP & COPS Meeting 2009, Cambridge
For each `convective‘ gridpoint(i.e., with CAPE > 0 J/kg):
Initiation?
Intensification?
Weakening?
Previous work (3)
Predicted if:CAPE > CAPEstart (100 J/kg)MOCON > MOCONstart (2*10-
7 /s)VIS > VISstart (0.5)| CIN | < | CINstart | (200 J/kg)ΔTtrig > ΔTtrigstart (-2 K)
Predicted if:CAPE > CAPEint (50 J/kg)MOCON > MOCONint (2*10-
7 /s)RR > RRint (0.2 mm/h)| CIN | < | CINint | (200 J/kg)ΔTtrig > ΔTtrigint (-2 K)
Predicted if:CAPE < CAPEweak (50 J/kg)MOCON < MOCONweak (0 /s)RR > RRweak (0.0 mm/h)| CIN | > | CINweak | (200 J/kg)ΔTtrig < ΔTtrigweak (-4 K)
RRmax = RRmax (CAPE, q);RR (t, RRmax) assumed to show Gaussian variation in time
2009-10-27
CSIP & COPS Meeting 2009, Cambridge Precipitation
analysist = t0
[mm/15min]
Previous work (4)
2009-10-27
CSIP & COPS Meeting 2009, Cambridge
Initiation!
Precipitation analysis
t = t0+60min [mm/15min]
Previous work (5)
2009-10-27
CSIP & COPS Meeting 2009, Cambridge
Initiation area
CAPE analysis
t = t0 [J/kg]
Previous work (6)
2009-10-27
CSIP & COPS Meeting 2009, Cambridge
Initiation area
MOCON analysis
[10-9/s]
Previous work (6)
2009-10-27
CSIP & COPS Meeting 2009, Cambridge
Initiation area
Previous work (7)
VIS signal analysis
[ ]
2009-10-27
CSIP & COPS Meeting 2009, Cambridge
Initiation area
Previous work (8)
convective nowcast of
precipitation [mm/h]
2009-10-27
CSIP & COPS Meeting 2009, Cambridge
Previous work -> future work
Verification of convective nowcast:
• Minor improvement in Alpine catchments• Essentially neutral results in non-Alpine catchments• No operational implementation yet (due to risk of false alarms)• But: encouragement to resume research again
=> Conclusion: knowledge of near-surface wind field is limiting factor
=> Question: Can we gain any profit by using the new high-resolution AROME model?
2009-10-27
CSIP & COPS Meeting 2009, Cambridge
Future work – a test case (1)
July 09th, 2009 – INCA analyses 07-19 UTC
2009-10-27
CSIP & COPS Meeting 2009, Cambridge
Future work – a test case (2)
July 09th, 2009 – AROME forecasts 07-19 UTC
–––
2009-10-27
CSIP & COPS Meeting 2009, Cambridge
Future work – a test case (3)
–––
July 09th 2009, 11 UTC:AROME forecast (left);INCA analysis (below)
primary convection
2009-10-27
CSIP & COPS Meeting 2009, Cambridge
Future work – a test case (4)
–––
July 09th 2009, 14 UTC:AROME forecast (left);INCA analysis (below)
transition from primary to secondary convection
2009-10-27
CSIP & COPS Meeting 2009, Cambridge
Future work – a test case (5)
–––
July 09th 2009, 17 UTC:AROME forecast (left);INCA analysis (below)
secondary convection
2009-10-27
CSIP & COPS Meeting 2009, Cambridge
Conclusions and expectations
(Subjective) percipience of AROME:
1. Primary convection:
Convective initiation too early and too widespread;Good skill in predicting wind field
2. Secondary convection:
Usually over-estimation of convective precipitation;Wind field gets increasingly disturbed by exaggerated „model gust fronts“
=> Pre-convective wind field may prove helpful in automatized detection of convection-prone areas
2009-10-27
CSIP & COPS Meeting 2009, Cambridge
Conclusions and expectations (2)
Goals:
• To improve nowcasting by adding ability to simulate initiation and life cycle of convective cells
• Comparison between advanced nowcasting methods and high-resolution NWP model
• Validation of strengths and weaknesses of a high-resolution NWP model (both important for forecasters and model developers)
• Systematic analysis of predictability of Alpine convective initiation on a 10-20 km scale
(=> Towards replacing ALADIN by AROME as an input in INCA)