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OPERATIONAL PREDICTION SYSTEM NOTES (OPS NOTES) Lightning-Based Tropical Cyclone Rapid Intensification Guidance
被引:1
|作者:
Slocum, Christopher J.
[1
]
Knaff, John A.
[1
]
Stevenson, Stephanie N.
[2
]
机构:
[1] NOAA, Ctr Satellite Applicat & Res, Ft Collins, CO 80523 USA
[2] NOAA, Natl Hurricane Ctr, Miami, FL USA
关键词:
Lightning;
Tropical cyclones;
Forecast verification;
skill;
Operational forecasting;
Intensification;
Machine learning;
DATA ASSIMILATION TECHNIQUE;
HURRICANE EDOUARD 2014;
KINEMATIC STRUCTURE;
LOCATION NETWORK;
DEEP CONVECTION;
PART I;
INTENSITY;
EVOLUTION;
FORECASTS;
TYPHOONS;
D O I:
10.1175/WAF-D-22-0157.1
中图分类号:
P4 [大气科学(气象学)];
学科分类号:
0706 ;
070601 ;
摘要:
With several seasons of Geostationary Lightning Mapper (GLM) data, this work revisits incorporating lightning observations into operational tropical cyclone rapid intensification guidance. GLM provides freely available, realtime lightning data over the central and eastern North Pacific and North Atlantic Oceans. A long-term lightning dataset is needed to use GLM in a statistical-dynamical operational application to capture the relationship between lightning and the rare occurrence of rapid intensification. This work uses the World Wide Lightning Location Network (WWLLN) data set from 2005 to 2017 to develop lightning-based predictors for rapid intensification guidance models. The models mimic the operational Statistical Hurricane Intensity Prediction Scheme Rapid Intensification Index and Rapid Intensification Prediction Aid frameworks. The frameworks are averaged to form a consensus as a means to isolate the impact of the lightning predictors. Two configurations for lightning predictors are assessed: a spatial configuration with 0-100-km inner core and 200-300-km rainband area for the preceding 6-h predictors and a temporal configuration with an inner core only for the preceding 0-1, 0-6, and 6-12 h. When tested on the 2018-21 seasons, the temporal configuration adds skill primarily to the 12-48-h forecasts when compared to the no-lightning version and rapid intensification operational consensus. When WWLLN is replaced with GLM, minor changes to the prediction are observed suggesting that this approach is suitable for operational applications and provides a new baseline for tropical cyclone lightning-based rapid intensification aids.
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页码:1209 / 1227
页数:19
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