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Shortterm Forecasting

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Title: Shortterm Forecasting


1
Short-term Forecasting and WRF Case Study
Steven J. Goodman W. Lapenta, K. La Casse, E.
McCaul, and W. Petersen NASA Marshall Space
Flight Center Earth and Planetary Science
Branch Huntsville, Alabama, USA
NWS Severe Weather Technology Workshop 12-14 July
2005 Silver Spring, MD
2
  • Outline of Talk
  • Nowcasting Gaps and Opportunities
  • WRF-RAMS Case Study- 10 Dec. 2004
  • Columbia Project-WRF modeling plans
  • Concluding Remarks

3
NWS STIP Solutions (Science and Technology
Infusion Plan)
Weather Research and Forecast, WRF Data
Assimilation, DA
Additional Forecast Interests CI- convective
initiation TI- first lightning (35 dbZ at
-15C) TF- final lightning
4
Visionary Forecast and Warning Lead Times
NWS Science and Technology Infusion Plan
Lightning Observation and Forecast Benefit
5
Nowcasting Defined
  • Nowcasting forecasting with local detail, by any
    method, over a period from the present to a few
    hours ahead that includes a detailed description
    of the present weather, and includes the blending
    of extrapolation, statistical, and heuristic
    techniques (includes theory, expert systems,
    fuzzy logic, and forecaster rule of thumb), and
    NWP

6
WWRP/Tom Keenan
7
Lightning Connection to Thunderstorm Updraft,
Storm Growth and Decay
  • Total Lightning responds to updraft velocity and
    concentration, phase, type of hydrometeors,
    integrated flux of particles
  • WX Radar responds to concentration, size,
    phase, and type of hydrometeors- integrated over
    small volumes
  • Microwave Radiometer responds to concentration,
    size, phase, and type of hydrometeors
    integrated over depth of storm (85 GHz ice
    scattering)
  • VIS / IR cloud top height/temperature, texture,
    optical depth

8
WRF Configuration
  • 4km horizontal resolution
  • 37 vertical levels
  • Dynamics and physics
  • Eulerian mass core
  • Dudhia SW radiation
  • RRTM LW radiation
  • YSU PBL scheme
  • Noah LSM
  • WSM 6-class microphysics scheme
  • Explicit convection
  • 24h forecast initialized at 00 UTC 10 December
    2004 with AWIP212 NCEP EDAS analysis
  • Eta 3-h forecasts used for LBCs

Cloud cover 18h forecast valid at 18 UTC 10 Dec.
2004
9
WRF Surface Based CAPE 18h fcst valid 18 UTC Dec
10
10
WRF Sounding 800 J/kg CAPE
11
MIPS Sounding 761 J/kg CAPE
  • Low level lapse rates and low freezing level
    efficient for converting CAPE to kinetic energy
  • Surface T15C, Td10C
  • Max w 19 m/s

UAH MIPS, Kevin Knupp
12
WRF 3h Precipitation 18h fcst valid 18 UTC Dec 10
13
WRF 3h Precipitation 21h fcst valid 21 UTC Dec 10
14
WRF 3h Precipitation 21h fcst valid 21 UTC Dec 10
Question Any lightning, when was it, What was
WRF reflectivity at -15 C?
15
WRF Reflectivity (dBZ)18h forecast valid at 18
UTC 10 Dec. 2004
WRF reflectivity cores too shallow
-15 C -
0 C -
850 hPa
16
Reflectivity (dBZ)0650h forecast valid at 1850
UTC 10 Dec. 2004
17
Ground-truth Report of Dime-Size Hail Owens
Crossroads, Alabama
18
10 December Hail Case ARMOR collected data! First
time ZDR used on television!
  • Cold upper-low
  • GOES 2057 J/kg CAPE in a layer about 7.5 km deep
  • GOES sounding too warm and moist near surface,
    likely cloud contaminated
  • Dime to quarter-sized hail reported in SE
    Madison county and in S. Tennessee

19
KHTX NEXRAD
20
ARMOR 1.3 degree PPI scan at 1755 UTC on 10 Dec.
04
Particle Identification
Reflectivity dBZ
21
At 1755 IC fl. rate 3/minute in southern
cell No ICs in northern cell at 1755 No CGs in
either cell for 20 minutes centered on 1755 Only
3 CGs detected for duration of storms
22
LMA Observed Flashes Precede Hail Report
23
RAMS Configuration
  • 500 m horizontal resolution
  • Height, Dz is variable, from 250 m at bottom to
    750 m at 20 km height
  • Domain 75 km x 75 km x 24.5 km
  • Time, Dt 4 s, five acoustic steps between
  • Smagorinsky subgrid mixing scheme
  • 5-class precipitating hydrometeors
  • Rain, snow, aggregates, graupel, hail
  • Initialized with 3K warm bubble, radius12 km at
    z0
  • 120 min simulation, initiation effects dominate
    until t60 min

24
RAMS Configuration
Graupel
  • 500 m horizontal resolution
  • Height, Dz is variable, from 250 m at bottom to
    750 m at 20 km height
  • Domain 75 km x 75 km x 24.5 km
  • Time, Dt 4 s, five acoustic steps between
  • Smagorinsky subgrid mixing scheme
  • 5-class precipitating hydrometeors
  • Rain, snow, aggregates, graupel, hail
  • Initialized with 3K warm bubble, radius12 km at
    z0
  • 120 min simulation, initiation effects dominate
    until t60 min

25
RAMS Configuration
Hail
  • 500 m horizontal resolution
  • Height, Dz is variable, from 250 m at bottom to
    750 m at 20 km height
  • Domain 75 km x 75 km x 24.5 km
  • Time, Dt 4 s, five acoustic steps between
  • Smagorinsky subgrid mixing scheme
  • 5-class precipitating hydrometeors
  • Rain, snow, aggregates, graupel, hail
  • Initialized with 3K warm bubble, radius12 km at
    z0
  • 120 min simulation, initiation effects dominate
    until t60 min

26
Use of MODIS SST to Improve High Resolution
Modeling of Atmosphere/Ocean Interactions within
the Gulf of Mexico and Florida Coastal Zones
PI William M. Lapenta/NASA Short-term Prediction
Research and Transition Center _at_ MSFC
100,000 Processor Hours awarded March 2005
Award number SMD-Dec04- 0036
Objective of Columbia Usage
  • Enables experimental high-resolution atmospheric
    modeling at 2 km resolution on an operational
    basis that would not be possible otherwise
  • Unique computational resources allows compilation
    of results for more than a single season
  • Allows for subjective impact assessment from
    operational NWS forecast community

Identify the codes to be run on Columbia
  • WRF Weather Prediction Model
  • ADAS Data Assimilation System

Sea surface temperature fields (K) mapped to a
numerical model 2 km grid near Cape Canaveral,
FL. The RTG is a default field used in most
models. The MODIS SST composite contains
detailed spatial structure that is known to
affect weather near and along coastlines
associated with mesoscale circulations.
Scientific Impact Hypothesis Accurate
specification of the lower-boundary forcing
(i.e., the specification of localized SST
gradients and anomalies) within the WRF
prediction system will result in improved
land/sea fluxes and hence, more accurate
evolution of coastal mesoscale circulations and
the sensible weather elements (i.e., low-level
horizontal transport, temperature trends, clouds,
and precipitation) associated with them.
Key Milestones
  • Implement and optimize WRF configuration
    05/05
  • Develop Web-based visualization for model output
    05/05
  • Conduct simulations on a daily basis
    06/05
  • Provide output to FL NWSFOs in AWIPS
    07/05
  • Preliminary MODIS SST impact assessment
    10/05
  • Present results at AMS Annual Meeting
    01/06
  • Prepare manuscript for peer-review publication
    03/06
  • Report findings to WRF modeling community
    03/06

Co-Is/Partners
Kate La Casse and Stephanie Haines, University
of Alabama in Huntsville Gary Jedlovec, NASA _at_
MSFC Scott Dembek (USRA) Steven Lazarus, Florida
Institute of Technology
Science Mission Directorate - Project Columbia
Investigation
27
Motivation for using High-Resolution MODIS SST
Fields in NWP Models
  • SST known to influence coastal mesoscale
    processes
  • Can impact warm-season precipitation distribution
  • Sea breeze circulations important to heavily
    populated areas (HOU, NYC)
  • Strong influence on height of marine boundary
    layer

28
Use of High-Resolution MODIS SST Fields in NWP
Models
  • SST known to influence coastal mesoscale
    processes
  • Can impact warm-season precipitation distribution
  • Sea breeze circulations important to heavily
    populated areas (HOU, NYC)
  • Strong influence on height of marine boundary
    layer

29
WRF vs Eta Forecast, 14 July 2005
30
NLDN Observed Lightning, 14 July 2005
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