Local Analysis and Prediction System Paul Schultz June 10, 1999.
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Transcript of Local Analysis and Prediction System Paul Schultz June 10, 1999.
LAPSA system designed to:
• Exploit all available data sources• Create analyzed and forecast grids• Build products for specific forecast applications• Use advanced display technology
…All within the local weather office
Basic data sources
• Radar
• Satellite
• Surface Obs
• RAOBs
• Profilers
• ACARS
• Larger-scale models (background, LBC)
We’ll emphasize LAPS in NWS AWIPS today...
…but LAPS is being used by Space Flight Centers (Vandenburg,
Kennedy), USAF Global Weather Center, many others
Relationship between NWS and FSL
N ation a l W eath erS ervice
F orecas t S ys tem sL ab ora to ry
E n viron m en ta l R esearchL ab ora to ries
N O A A
“THE CONCEPT OF THE LOCAL DATA BASE IS CENTRAL TO FUTURE OPERATIONS…THE MOST COMPLETE DATA SETS WILL ONLY BE AVAILABLE TO THE LOCAL WFO. THE NEW OBSERVING SYSTEMS ARE DESIGNED TO PROVIDE DATA TO BE INTEGRATED INTO 3-DIMENSIONAL DEPICTIONS OF THE RAPIDLY CHANGING STATE OF THE ENVIRONMENT.”
-- from the strategic plan for the modernization and associated restructuring of the National Weather Service
A decade of NWS development
• All new satellites, radars, surface observation equipment
• Satellite-based telecommunications to support field offices
• Cool computer workstations (AWIPS)• New telecommunications front end to support
users (LDAD)• New forecast products and services
LD
AD
- L
AN
( I
P)
World Wide Web
Security Firewall
LANTerminal
Server
Observing platforms
Spotters, coop observers
Public schools, police cars
AWIPSAWIPS
Inte
rnal
LA
N (
IP)
LDADServer
AsyncMUX
BackupServer
AsyncMUX
VIR
Sw
itch
Ded
icat
ed M
odem
Dia
l Mod
em
DTMF Conv
FAX Modem
Interactive menu
Public
Emergencypreparedness
ExistingRouter
wkstwkst
Hydro nets, roadsensors, agriculturemesonets
LDAD in NWS Forecast OfficesLDAD in NWS Forecast Offices
LAPS on AWIPS
• Analysis only (for now).• Domain is (for now) at 61x61x21,
dx=dy=10km, dp=50mb. Cycle time is 1 hr.• 3d temperature, wind, humidity, cloud
fraction, mixing ratios of vapor, cloud liquid, cloud ice, rain, snow, graupel.
• Lots of derived fields.
Data sources for LAPS in AWIPS
• RUC provides first guess• Surface: metars, buoys, satellite IR for T, local
obs via LDAD (v4.2)• Upper winds: profiler (not ACARS, WSR88D)• Clouds: WSR88D reflectivity, satellite IR+vis,
metars (not pireps, radiometers)• Water vapor: cloud fields + 11.7 (not ACARS,
radiometers, GPS)
Why Run Models in the Weather Office?
• Diagnose local weather features to enhance conceptual models– sea/mountain breezes– modulation of synoptic scale features
• Take advantage of high resolution terrain data to downscale national model forecasts– orography is a data source!
• Take advantage of unique local data– radar– surface mesonets
• Have an NWP tool under local control for scheduled and special support
• Best reason: better precip forecasts
Why Run Models in the Weather Office? (cont.)
Threat scores for 24-hr precip forecasts
0
0.1
0.2
0.3
0.4
0.5
0.6
0.7
0.8
0.01 0.1 0.25 0.5 0.75 1
Threshold (in)
Th
rea
t
Nat'l Eta
Local Eta
MM5
NEM
RAMS
RUC
Bias scores of 24-hr precip forecasts
0
0.2
0.4
0.6
0.8
1
1.2
1.4
1.6
1.8
2
0.01 0.1 0.25 0.5 0.75 1
Threshold (in)
Bia
s
Natl Eta
Local Eta
MM5
NEM
RAMS
RUC
Why not run models in NWS forecast offices?
• NWS hasn’t figured out how to support modeling.
• NWS/NCEP/EMC is not convinced it will provide useful guidance or otherwise lead to better forecasts.
• NWS/NCEP/EMC believes AWIPS telecomms will eventually catch up.
• NWS and PRC haven’t negotiated the infrastructure management.
• Hardware cost is not an issue.
Hardware cost is not an issue!
The computer required to run a nested grid with an interior 5-km grid covering WFO area of responsibility plus plenty more, costs less than $5000 today! (Based on an assumed requirement to complete a 27-hr forecast in under three hours.)
Which model?
• Practically any public-domain nestable nonhydrostatic model is fine (MM5, COAMPS, ARPS, SFM).
• Eta okay too, but it’s not nestable, so a larger fine grid is required; offsets efficiency advantage.
• No technical reason not to have them all.
cp1cp2 ws1
ws2
ds1
ds2as3
fire
wal
l
LDAD subnet
workstation subnet
AWIPS local model implementation options
any computeras1 as2
SBN
External External sourcesource
WSR
Here’s how it looks on AWIPS ------>
Same grid as analyses
LBC from Eta
Runs four times out to 18 hrs per day at WFO/BOU
Runs automatically, >95% reliability
Cloud liquid
Cloud ice
Snow
Graupel
Rain
precipsaturated updraft
freeze/melt
coalescence
melting
freeze/melt
nucleation
depositionaggregation
precip precip precip
NWP Explicit Microphysics
Evaporation is not shown
accretion
Plans
• Better integration of surface and 3D fields• Direct assimilation methods of satellite radiances,
microwave sensors, radar reflectivity• Hot start for model• Shallow cumulus parameterization• Graphical user interface for grid configuration,
data quality control, process monitoring, verification
LAPS People
• Steve Albers: 3d winds, temperature, clouds• Pete Stamus: surface analyzed and derived
products• Dan Birkenheuer: 3d humidity• John Smart: data ingest, preprocessing• Jim Edwards: software design• John McGinley: variational methods, QC• Paul Schultz, John Snook: local model
Here’s our web site:
http://laps.fsl.noaa.gov
Email anybody in the group:
John McGinley, LAPS Branch Chief, FSL
Paul Schultz, AWIPS contact