Verification of Quasi-Linear Convective Systems Predicted by the Warn-on-Forecast System (WoFS)

Kelsey c. Britt,Patrick s. Skinner,Pamela L. Heinselman,Corey K. Potvin,Montgomery l. Flora,Brian Matilla, Kent h. Knopfmeier, Anthony E. Reinhart

WEATHER AND FORECASTING(2024)

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摘要
Quasi-linear convective systems (QLCSs) can produce multiple hazards (e.g., straight-line winds, flash flooding, and mesovortex tornadoes) that pose a significant threat to life and property, and are often difficult to accurately forecast. The NSSL Warn-on-Forecast System (WoFS) is a convection-allowing ensemble system developed to provide short-term, probabil-istic forecasting guidance for severe convective events. Examination of WoFS's capability to predict QLCSs has yet to be sys-tematically assessed across a large number of cases for 0-6-h forecast times. In this study, the quality of WoFS QLCS forecasts for 50 QLCS days occurring between 2017 and 2020 is evaluated using object-based verification techniques. First, a storm mode identification and classification algorithm is tuned to identify high-reflectivity, linear convective structures. The algorithm is used to identify convective line objects in WoFS forecasts and Multi-Radar Multi-Sensor system (MRMS) gridded observa-tions. WoFS QLCS objects are matched with MRMS observed objects to generate bulk verification statistics. Results suggest WoFS's QLCS forecasts are skillful with the 3-and 6-h forecasts having similar probability of detection and false alarm ratio values near 0.59 and 0.34, respectively. The WoFS objects are larger, more intense, and less eccentric than those in MRMS. A novel centerline analysis is performed to evaluate orientation, length, and tortuosity (i.e., curvature) differences, and spatial dis-placements between observed and predicted convective lines. While no systematic propagation biases are found, WoFS typi-cally has centerlines that are more tortuous and displaced to the northwest of MRMS centerlines, suggesting WoFS may be overforecasting the intensity of the QLCS's rear-inflow jet and northern bookend vortex. SIGNIFICANCE STATEMENT: Quasi-linear convective systems (QLCSs), also known as squall lines, can be very destructive to life and property as they produce multiple hazards such as hail, severe straight-line winds, flash flooding, and tornadoes that typically form quickly and may be difficult to observe on radar. These storms can occur year-round and have the propensity to develop overnight or into the early morning hours, potentially catching the public off-guard. An ensemble prediction system called the Warn-on-Forecast System (WoFS), created by the National Severe Storms Laboratory, has shown promise in accurately forecasting a variety of severe weather events. This research evaluates the quality of the WoFS's QLCS forecasts. Results show WoFS can accurately predict these systems for forecast times out to 6 h.
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关键词
Convective storms/systems,Squall lines,Forecast verification/skill,Numerical weather prediction/forecasting
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