Lake Effect Snow Forecast Tools at NWS Gaylord, MI Part 1: The Similar Sounding Approach Justin...
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![Page 1: Lake Effect Snow Forecast Tools at NWS Gaylord, MI Part 1: The Similar Sounding Approach Justin Arnott Science and Operations Officer NWS Gaylord, MI.](https://reader036.fdocuments.us/reader036/viewer/2022062804/5697bf801a28abf838c84f61/html5/thumbnails/1.jpg)
Lake Effect Snow Forecast Tools at NWS Gaylord, MI
Part 1: The Similar Sounding Approach
Justin ArnottScience and Operations Officer
NWS Gaylord, MI
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Introduction “Legacy Approach”
◦ Threat Maps◦ Flowcharts◦ 12 km NAM◦ Pattern Recognition◦ BUFKIT
Demand for improved spatial/temporal evolution in the NDFD
Can we improve upon these tools? ◦ LE Similar Sounding approach (this talk)◦ High Resolution Local WRF (Part II)
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The BGM Approach (Evans and Murphy 2008)
Archive BUFKIT sounding graphics for lake effect events
◦ One “representative sounding” per event. Derive LES-important parameters from
these soundings◦ Create database
Compare current forecasts to database to find the most “similar soundings”◦ Retrieve radar imagery/summary of similar
events
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The APX ApproachArchive RUC BUFR soundings
every hour for the winter seasonDerive sounding-based parameters
◦Similar to those at BGM with some exceptions ML Wind Direction/Speed Inversion Height/Delta T 850 T/Delta T Moist Depth Mean Tdd (Below 900, 850-700, 700-500) DGZ Depth Bulk Shear
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The APX Approach - Continued
Create CWA-mean values◦ Use apx,kpln,anj,lm1,ktvc,kcad,kciu BUFR sites
Create database of RUC-Based Parameters
“Match” current forecast soundings with database to find similar events◦ Scoring a blend of objectivity/subjectivity◦ Three ‘tiers’ of scoring
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The APX Approach - ContinuedProvide 1 hour loop of radar from
matching events◦Use NCDC Level 3 archive◦More information than snapshot?
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The APX Approach – To DatePeriod of Archive
◦2010NOV26 - 2011FEB22◦57 days with lake effect◦1127 ‘sounding hours’
Removed hours with significant synoptic precipitation
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The Result
Full Weight Half Weight Quarter Weight
Run Information
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One Hour Base Reflectivity Loop From 12/23/2010 0600-0700
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One Hour Base Reflectivity Loop From 12/23/2010 0400-0500
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CaveatsRUC 00hr Sounding = Truth?
◦RUC is non-hydrostatic with relatively few vertical levels – but runs every hour!
◦Will be replaced with Rapid Refresh once it becomes operational
Many parameters not yet taken into account◦Time of Day/Time of Year◦Persistence◦A plethora of meteorological-
parameters
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Let’s Turn This Approach Around
Have netCDF Level 3 base reflectivity
Can we look for sounding parameters that correlate to different reflectivity patterns?◦E.G. What parameters bring high
reflectivities far inland? ◦What parameters bring heavy snow to
Gaylord? Alpena, Traverse City, etc.
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Site Specific “LES Roses”
Data: ◦Hourly average point reflectivity data
For this presentation use KGLR/KTVC
◦Hourly Mixed Layer Mean Wind direction
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~52 total hours
020
40
60
80
100
120
140
160180
200
220
240
260
280
300
320
340
0
5
10
15
20
25
KGLR LES Rose (Hours of 15+ dBZ)
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020
40
60
80
100
120
140
160180
200
220
240
260
280
300
320
340
0
5
10
15
20
25
KGLR LES Rose (Hours of 15+ dBZ)
Why the Gap?
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KGLR280-300 degree maximum
◦Confirms conceptual models
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~61 total hours
020
40
60
80
100
120
140
160180
200
220
240
260
280
300
320
340
0
20
KTVC LES Rose (Hours of 15+ dBZ)
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KTVC320-340 degree maximum
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Other Investigations? Variable scatterplots
0 5 10 15 20 25 30 35 40 4510
15
20
25
30
Reflectivity Versus Mixed Layer Mean Wind Speed (KGLR > 10
dBZ)
Mixed Layer Mean Wind Speed (knots)
Refl
ecti
vit
y
600 650 700 750 800 850 900 95010
15
20
25
30
Reflectivity Versus In-version Height (KGLR >
10 dBZ)
Inversion Height (mb)
Refl
ecti
vit
y (
dB
Z)
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SummaryAPX Similar Sounding Approach
◦Similar to BGM, yet different! Hourly RUC Soundings Average of numerous CWA BUFR points
◦Now operational to forecasters◦Over 1000 soundings in one cool
season◦Should improve given more data
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Summary – continuedUsing Archived LES Radar data
◦“LES Roses”◦Variable/Reflectivity scatterplots◦New forecaster training tool
How does LES behave in the APX CWA. When does TVC get hit? GLR?
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Future PlansNew Sounding-based variables
◦ Surface to inversion base mean Tdd, Directional shear, etc.
Move away from average approach◦ Have a score for EACH sounding site, then
make a composite score. Reassess weights for creating “matches”Add COOP data in addition to radar
◦ Current approach limited for eastern U.P. Move from 2D to 3D approach?
◦ E.G. Like a LES-tuned CIPS?
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Future Plans - ContinuedDevelop reflectivity-based LES
climatology◦Create LES Roses for multiple sites◦Deeper investigations of
parameter/reflectivity correlations Use to adjust similar sounding matching
techinque Move away from just point-based
Banded vs. cellular Inland extent
◦Expand Training Tool Potential Intro to LES Debunk LES Myths
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AcknowledgementsNCDC
◦For radar data and Weather and Climate Toolkit export capability
APX Forecasters◦For testing tool