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A Historical Perspective on the Role of NWP Models in the Prediction of Severe Local Storms Steven J. Weiss and Joseph T. Schaefer [email protected] Where Americas Climate and Weather Services Begin

A Historical Perspective on the Role of NWP Models in the Prediction of Severe Local Storms Steven J. Weiss and Joseph T. Schaefer [email protected]

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Page 1: A Historical Perspective on the Role of NWP Models in the Prediction of Severe Local Storms Steven J. Weiss and Joseph T. Schaefer steven.j.weiss@noaa.gov

A Historical Perspective on the Role of NWP Models in the Prediction of Severe Local Storms

Steven J. Weiss and Joseph T. Schaefer

[email protected]

Where Americas Climate and Weather Services Begin

Page 2: A Historical Perspective on the Role of NWP Models in the Prediction of Severe Local Storms Steven J. Weiss and Joseph T. Schaefer steven.j.weiss@noaa.gov

•Severe weather is defined as severe local storms (thunderstorms) producing:

– Tornadoes

– Large hail (> 3/4 inch diameter)– Convective wind gusts > 50 kt or wind damage– In the U.S. heavy rain/flash floods not included

•Focus will be on prediction of severe storms (forecasts) rather than detection of existing severe storms (warnings) •The presentation will be from the perspective of national center forecasting (SPC/NSSFC)

Severe Weather Forecasting

Page 3: A Historical Perspective on the Role of NWP Models in the Prediction of Severe Local Storms Steven J. Weiss and Joseph T. Schaefer steven.j.weiss@noaa.gov

The Beginning of Modern Severe Weather Forecasting

• NWP and tornado forecasting activities both began in the middle of the 20th century– NWP focused on synoptic scale prediction– Tornado prediction focused on mesoscale and storm

scale phenomena

– Despite having similar origins in time, it would take several decades before the paths of NWP and severe weather forecasting would become closely aligned

Page 4: A Historical Perspective on the Role of NWP Models in the Prediction of Severe Local Storms Steven J. Weiss and Joseph T. Schaefer steven.j.weiss@noaa.gov

The Beginning of Modern Severe Weather Forecasting

• On March 25, 1948 Ernest Fawbush and Robert Miller (USAF) issued the first modern tornado forecast

Page 5: A Historical Perspective on the Role of NWP Models in the Prediction of Severe Local Storms Steven J. Weiss and Joseph T. Schaefer steven.j.weiss@noaa.gov

The Beginning of Modern Severe Weather Forecasting

20 Mar 1948

25 Mar 1948

Gen. Borum: “Are you going to issue a tornado forecast?”

Maj. Fawbush: “Sir, it sure looks like the last one, doesn’t it Bob?”

Capt. Miller: “Yes, E.J.,it is very similar to last week.”

Fawbush & Miller: “But no one has ever issued an operational tornado forecast”

Gen. Borum: “You’re about to set a precedent”

Page 6: A Historical Perspective on the Role of NWP Models in the Prediction of Severe Local Storms Steven J. Weiss and Joseph T. Schaefer steven.j.weiss@noaa.gov

US Weather Bureau Tornado Forecasts

• Based on their success March 25, 1948, Fawbush and Miller were assigned to issue USAF tornado forecasts

• By early 1952 complaints from public and media, and Congressional pressure forced Weather Bureau to issue tornado forecasts

• A temporary group of research forecasters and supervising analysts at the Washington DC Analysis Center formed initial Severe Weather Unit (SWU)

• The first public tornado forecast was issued March 17 1952 (it did not verify)

Page 7: A Historical Perspective on the Role of NWP Models in the Prediction of Severe Local Storms Steven J. Weiss and Joseph T. Schaefer steven.j.weiss@noaa.gov

The First Successful USWB Tornado Forecasts and Tornado Reports

Issued March 21-22, 1952

28 tornadoes killed 204 people

(From Corfidi 1999)

Page 8: A Historical Perspective on the Role of NWP Models in the Prediction of Severe Local Storms Steven J. Weiss and Joseph T. Schaefer steven.j.weiss@noaa.gov

US Weather Bureau Tornado Forecasts

• The first tornado forecasts were similar to current tornado and severe thunderstorm watches in time/space– Short-term forecasts (0-8 hours) covering parts of states– Based entirely on observational data (hourly surface data, 4 times daily

raobs and PIBAL data) and detailed manual analyses

• Dynamic and thermodynamic considerations guided the forecast process– Moisture, instability, and lift sufficient for parcels to reach LFC– Upper level jet dynamics, interaction of low and upper jets– Application of basic concepts: climatology, pattern recognition,

parameter evaluation

• Forecasters focused on understanding and predicting the synoptic scale / mesoscale environment and its relationship to thunderstorms

Page 9: A Historical Perspective on the Role of NWP Models in the Prediction of Severe Local Storms Steven J. Weiss and Joseph T. Schaefer steven.j.weiss@noaa.gov

SELS Kansas City Operations in 1950s

Page 10: A Historical Perspective on the Role of NWP Models in the Prediction of Severe Local Storms Steven J. Weiss and Joseph T. Schaefer steven.j.weiss@noaa.gov

Important Severe Weather Papers (1956)

Page 11: A Historical Perspective on the Role of NWP Models in the Prediction of Severe Local Storms Steven J. Weiss and Joseph T. Schaefer steven.j.weiss@noaa.gov

Mesoscale Analysis of Surface Data

Research (Fujita et al. 1956) Transferred to Operations (Magor 1959)

Page 12: A Historical Perspective on the Role of NWP Models in the Prediction of Severe Local Storms Steven J. Weiss and Joseph T. Schaefer steven.j.weiss@noaa.gov

Introduction of Digital Computers – 1960s

• IBM 1620 computer installed at SELS in 1963• System upgraded to CDC 3100 computer in 1965

– Used to automate plotting of surface and upper air charts (analysis still done by hand)

– Allowed computation of fields such as vorticity and divergence from upper air data

– Automated sounding plots and calculation of stability indices

• Local computers used to increase forecaster efficiency, and provide new diagnostic information

Page 13: A Historical Perspective on the Role of NWP Models in the Prediction of Severe Local Storms Steven J. Weiss and Joseph T. Schaefer steven.j.weiss@noaa.gov

Examples of Computer Plotted Surface Charts – 18z 3 April 1974

MSL Pressure / Wind Temperature / Dew Point

Page 14: A Historical Perspective on the Role of NWP Models in the Prediction of Severe Local Storms Steven J. Weiss and Joseph T. Schaefer steven.j.weiss@noaa.gov

Actual Tornado Watch Formulation 21z 3 April 1974 Superoutbreak

Page 15: A Historical Perspective on the Role of NWP Models in the Prediction of Severe Local Storms Steven J. Weiss and Joseph T. Schaefer steven.j.weiss@noaa.gov

Early Use of NWP at SELS

• By the late 1960s NMC was running an operational 6-layer Primitive Equation model– Basic large scale fields (e.g.,500 mb height/vorticity,

MSL pressure/thickness) available via facsimile– Used by SELS forecasters to provide guidance on

synoptic scale features - upper troughs, surface lows, fronts

– First time that NWP model data was used as part of Convective Outlook preparation process

– No direct impact on formulation of Tornado and Severe Thunderstorm Watches

• Very coarse model resolution and limited output fields (North American domain at 12 hr intervals)

Page 16: A Historical Perspective on the Role of NWP Models in the Prediction of Severe Local Storms Steven J. Weiss and Joseph T. Schaefer steven.j.weiss@noaa.gov

The LFM Model Plays a Larger Role in Severe Weather Forecasting

• Limited-area Fine Mesh (LFM) model introduced in 1971– First regional model at NMC– Similar to PE with half the grid spacing (190.5 km) and run over

smaller domain– More output fields and increased resolution provided improved

guidance for Convective Outlook preparation– First time SELS forecasters produced forecast composite charts

based on model data• provided more structured basis for Convective Outlook

– Again, relatively coarse resolution and inability to resolve convective systems provided little short-term (watch) guidance

Page 17: A Historical Perspective on the Role of NWP Models in the Prediction of Severe Local Storms Steven J. Weiss and Joseph T. Schaefer steven.j.weiss@noaa.gov

Examples of LFM Facsimile Chart Output

500 mb Height / Vorticity MSL Pressure / Thickness

Page 18: A Historical Perspective on the Role of NWP Models in the Prediction of Severe Local Storms Steven J. Weiss and Joseph T. Schaefer steven.j.weiss@noaa.gov

Examples of LFM Facsimile Chart Output

700 mb Height / Mean RH 700 mb Vert. Vel / 12 hr Precip.

Page 19: A Historical Perspective on the Role of NWP Models in the Prediction of Severe Local Storms Steven J. Weiss and Joseph T. Schaefer steven.j.weiss@noaa.gov

NWP / Technology Advances in the 1980s

• Technology– Automation of Field Operations and Services (AFOS - 1980)

• Designed to enhance display of NWP model data via electronic monitors

• Increased communications bandwidth allowed dissemination of more model fields (compared to FAX)

• Used at SELS primarily for Convective Outlook preparation– Frequency and forecast intervals of NWP output similar to FAX (12

hour intervals), although smaller geographic domain could be specified

Page 20: A Historical Perspective on the Role of NWP Models in the Prediction of Severe Local Storms Steven J. Weiss and Joseph T. Schaefer steven.j.weiss@noaa.gov

NWP / Technology Advances in the 1980s

• Technology– Centralized Storm Information System (CSIS - 1982)

• McIDAS-based interactive workstations specifically designed for severe weather forecasting at SELS

• Unique advantage was integrated display of observational data sets – Satellite, radar, surface and upper air

• Objective analysis of hourly derived fields (lifted index, mstr convg.)• Facilitated better application of traditional forecasting procedures

developed in 1950s-1970s • Revolutionized short-term severe weather forecasting through

access to real-time data– Resulted in more accurate timing and placement of severe weather

watches

• Had limited utility for NWP output display => less impact on forecasts beyond ~6 hours (such as Convective Outlooks)

Page 21: A Historical Perspective on the Role of NWP Models in the Prediction of Severe Local Storms Steven J. Weiss and Joseph T. Schaefer steven.j.weiss@noaa.gov

CSIS Workstation – 1980s

IR Satellite and Mstr Flux Convg. Radar and Surface Data

Page 22: A Historical Perspective on the Role of NWP Models in the Prediction of Severe Local Storms Steven J. Weiss and Joseph T. Schaefer steven.j.weiss@noaa.gov

NWP / Technology Advances in the 1980s

• NWP– Nested Grid Model (NGM - 1985)

• Triple nested model with 80 km grid spacing inner domain and 16 vertical levels and forecasts to 48 hrs

• Increased resolution resulted in overall improved forecast skill compared to LFM

• Allowed extension of SELS Convective Outlook product into the Day 2 time period (1986)

• Instability (lifted index) forecasts introduced concept of “Best” lifted index to account for elevated instability (good news), but…

– NGM LI’s were often less accurate than LFM, particularly when extreme instability considered

– Caused by systematic errors in temperature / dew point profiles

• SELS forecasters still focused on synoptic scale environment

Page 23: A Historical Perspective on the Role of NWP Models in the Prediction of Severe Local Storms Steven J. Weiss and Joseph T. Schaefer steven.j.weiss@noaa.gov

Links Between Observable Scales and Storm Scale Remained Largely Unknown

Thanks to Sidney Harris

Synoptic scale

Storm scale

Page 24: A Historical Perspective on the Role of NWP Models in the Prediction of Severe Local Storms Steven J. Weiss and Joseph T. Schaefer steven.j.weiss@noaa.gov

NWP / Technology Advances in the 1980s

• Research Cloud-Scale Models– Provided physical insights about links between observable

scales and storm scale phenomena– Helped explain dynamics of supercell thunderstorms– Emphasized role of CAPE and vertical shear on storm evolution

Relationship of CAPE / Shear ratio (BRN) and modeled storm type (from Weisman and Klemp 1986)

Page 25: A Historical Perspective on the Role of NWP Models in the Prediction of Severe Local Storms Steven J. Weiss and Joseph T. Schaefer steven.j.weiss@noaa.gov

NWP / Technology Advances in the 1990s

• NWP and Computer Workstations– Eta and RUC Models

• Rapid increases in model resolution, physics complexity, model frequency, amount of output, and skill levels

• For the first time, models became useful sources of information for short-term convective forecasting (severe storm watches)

– Output complemented real-time observational data

• Model forecasts of key convective parameters such as CAPE, vertical shear, and helicity

– Forecasters could more directly identify synoptic / mesoscale environments favorable for supercell development

– Advanced Operational Workstations• National-center AWIPS (NAWIPS)

• Designed to display gridded model data plus observational data

Page 26: A Historical Perspective on the Role of NWP Models in the Prediction of Severe Local Storms Steven J. Weiss and Joseph T. Schaefer steven.j.weiss@noaa.gov

Eta Model 24 hr Forecast of CAPE / Shear / Helicity

CAPE 0-3 km Helicity contours 0-6 km Shear vectors

Page 27: A Historical Perspective on the Role of NWP Models in the Prediction of Severe Local Storms Steven J. Weiss and Joseph T. Schaefer steven.j.weiss@noaa.gov

NWP / Science &Technology Advances in the 1990s

• Improvements in scientific understanding of severe storms through field programs such as VORTEX, coupled with better NWP guidance, resulted in improvements to SPC product suite– Eta Model

• Issuance of Probabilistic Severe Storm Outlooks to complement traditional Categorical (Slight, Moderate, High Risk) Outlooks

• Extension of Convective Outlooks to Day 3 Time Period– RUC Model

• Real-time 3D hourly analyses by combining surface data and RUC data

• Objective analyses of hundreds of convective parameters• Extensively used at SPC for short-term severe weather

forecasting and shared with WFOs via SPC web page

Page 28: A Historical Perspective on the Role of NWP Models in the Prediction of Severe Local Storms Steven J. Weiss and Joseph T. Schaefer steven.j.weiss@noaa.gov

Example of RUC - “SfcOA” Output

Page 29: A Historical Perspective on the Role of NWP Models in the Prediction of Severe Local Storms Steven J. Weiss and Joseph T. Schaefer steven.j.weiss@noaa.gov

Recent Applications of NWP to Severe Storm Forecasting

• Co-location of SPC with NSSL in 1997 enhanced collaboration between research and operations– Annual Spring Programs– Identify issues of mutual interest for both severe weather

forecasters and researchers, leading to improved forecasting– Provide for efficient testing and subsequent delivery of program

results to SPC operations

Page 30: A Historical Perspective on the Role of NWP Models in the Prediction of Severe Local Storms Steven J. Weiss and Joseph T. Schaefer steven.j.weiss@noaa.gov

Spring Programs 2003 and 2004

– Focused on two current approaches to NWP development, with emphasis on operational application of both modeling concepts

– Examined High Resolution WRF Model predictions of short-term convective initiation/evolution/mode (Watch Scale Guidance)

– Explored ability of SREF systems to aid severe weather forecasting (Outlook Scale Guidance)

• Help define range of forecast possibilities• Help quantify forecast uncertainty

Page 31: A Historical Perspective on the Role of NWP Models in the Prediction of Severe Local Storms Steven J. Weiss and Joseph T. Schaefer steven.j.weiss@noaa.gov

Spring Program 2003

• SREF Applications at SPC– Assessed impact of using traditional deterministic

models plus new SREF systems in severe weather forecasting

– Small but positive improvement in experimental Day 2 outlooks when using SREF information

• Forecast linkage between SREF and high resolution deterministic NWP must be improved

• Quantity of information can be overwhelming

– Resulted in development of numerous (~300) special SREF products for SPC forecasting

Page 32: A Historical Perspective on the Role of NWP Models in the Prediction of Severe Local Storms Steven J. Weiss and Joseph T. Schaefer steven.j.weiss@noaa.gov

SREF Combined Probability

• Combined probabilities very useful

• Quick way to determine juxtaposition of key parameters

• Not a true probability

– Not independent

– Different members contribute

Prob CAPE >= 1000 j/kg X Prob Shear >= 30 kt X Prob Conv Pcpn >= .01” F036: Valid 21 UTC 28 May 2003

Spring Program 2003

Page 33: A Historical Perspective on the Role of NWP Models in the Prediction of Severe Local Storms Steven J. Weiss and Joseph T. Schaefer steven.j.weiss@noaa.gov

SREF Combined Probability

Severe ReportsRed=Tor; Blue=Wind; Green=Hail

Prob CAPE >= 1000 j/kg X Prob Shear >= 30 kt X Prob Conv Pcpn >= .01” F036: Valid 21 UTC 28 May 2003

• Combined probabilities very useful

• Quick way to determine juxtaposition of key parameters

• Not a true probability

– Not independent

– Different members contribute

Page 34: A Historical Perspective on the Role of NWP Models in the Prediction of Severe Local Storms Steven J. Weiss and Joseph T. Schaefer steven.j.weiss@noaa.gov

Spring Program 2004

• Primary focus on Weather Research and Forecast (WRF) model as it relates to severe weather forecasting

• Collaboration expanded to include NCAR and OU/CAPS• Mesoscale (dx~10 km) and near stormscale (dx~4km)

versions of the WRF examined (EMC, NCAR, OU/CAPS)– Determine impacts of grid resolution, parameterized convection

versus explicit microphysics, and data assimiliation

• Experimental severe storm forecasts addressed initiation, intensity, evolution, and mode (discrete cells, lines, etc.)

• Key goal - determine usefulness of very high resolution WRF output to severe storm forecasters– Provide guidance to model developers on future development

efforts

Page 35: A Historical Perspective on the Role of NWP Models in the Prediction of Severe Local Storms Steven J. Weiss and Joseph T. Schaefer steven.j.weiss@noaa.gov

26 hour WRF 4 km Forecasts Valid 02z 29 May 2004

WRF-NMM

1-Hr Radar

WRF-NCAR

Severe Rpts

Page 36: A Historical Perspective on the Role of NWP Models in the Prediction of Severe Local Storms Steven J. Weiss and Joseph T. Schaefer steven.j.weiss@noaa.gov

23 hour WRF 4 km Forecasts Valid 23z 1 June 2004

WRF-NMM

1-Hr Radar

WRF-NCAR

Severe Rpts

Page 37: A Historical Perspective on the Role of NWP Models in the Prediction of Severe Local Storms Steven J. Weiss and Joseph T. Schaefer steven.j.weiss@noaa.gov

Spring Program 2004

• Preliminary Impressions– On some days 00z “cold start” WRF models with explicit

precipitation physics were remarkably accurate predicting details of next day convective initiation, evolution, and mode

– The NCAR Mass Core, and to a lesser extent the WRF-NMM, exhibited a tendency to produce bowing structures more often than observed

– The low level moisture and instability fields differed strongly between different versions of the WRF

• Suggests a strong sensitivity to PBL or surface parameterizations

– All WRF’s often had difficulty predicting evolution of significant nocturnal convection during 1st 12 hours of the 00z forecast

– Operational SPC forecasters are continuing to view the WRF-NMM and NCAR WRF after conclusion of the Spring Program

Page 38: A Historical Perspective on the Role of NWP Models in the Prediction of Severe Local Storms Steven J. Weiss and Joseph T. Schaefer steven.j.weiss@noaa.gov

SPC Verification for Strong and Violent (F2-F5) Tornadoes 1970-2002

Tornado Forecast Improvement Since 1970

Page 39: A Historical Perspective on the Role of NWP Models in the Prediction of Severe Local Storms Steven J. Weiss and Joseph T. Schaefer steven.j.weiss@noaa.gov

Concluding Comments

• Over the last 50 years, improvements in severe weather forecasting have resulted from:– Better scientific understanding of convection– More accurate NWP models– Advanced technology / workstation achievements

• However, our knowledge of the mesoscale and storm scale remains substantially less than for the synoptic scale– Mesoscale environment is not well sampled

• 4-D distribution of water vapor is not resolved adequately– Deep convective processes are extremely complex and

poorly understood• Better observational data / data assimilation (IC uncertainties),

model physics, and computational capabilities will all play increasing roles to further improvements in severe weather forecasting

Page 40: A Historical Perspective on the Role of NWP Models in the Prediction of Severe Local Storms Steven J. Weiss and Joseph T. Schaefer steven.j.weiss@noaa.gov

Thank You