A Statistical Analysis of High-Frequency Track and Intensity Forecasts from NOAA's Operational Hurricane Weather Research and Forecasting (HWRF) Modeling System

被引:0
|
作者
Zhang, Zhan [1 ]
Zhang, Jun A. [2 ,3 ]
Alaka, Ghassan J. Jr Jr [2 ]
Wu, Keqin [1 ,4 ]
Mehra, Avichal [1 ]
Tallapragada, Vijay [1 ]
机构
[1] NOAA NWS NCEP Environm Modeling Ctr, College Pk, MD 20740 USA
[2] NOAA AOML Hurricane Res Div, Miami, FL USA
[3] Univ Miami, Cooperat Inst Marine & Atmospher Studies, Miami, FL USA
[4] IM Syst Grp, Rockville, MD USA
关键词
Tropical cyclones; Model errors; Model output statistics; CYCLONE RAPID INTENSIFICATION; ENSEMBLE PREDICTION SYSTEM; TROPICAL CYCLONES; TROCHOIDAL MOTION; BOUNDARY-LAYER; ANDREW; 1992; RESOLUTION; SCALE; INITIALIZATION; EYEWALL;
D O I
10.1175/MWR-D-21-0021.1
中图分类号
P4 [大气科学(气象学)];
学科分类号
0706 ; 070601 ;
摘要
A statistical analysis is performed on the high-frequency (3(1)/3 s) output from NOAA's cloud-permitting, high-resolution operational Hurricane Weather Research and Forecasting (HWRF) Model for all tropical cyclones (TCs) in the North Atlantic Ocean basin over a 3-yr period (2017-19). High-frequency HWRF forecasts of TC track and 10-m maximum wind speed (Vmax) exhibited large fluctuations that were not captured by traditional low-frequency (6 h) model output. Track fluctuations were inversely proportional to Vmax, with average values of 6-8 km. The Vmax fluctuations were as high as 20 kt (10.3 m s(-1)) in individual forecasts and were a function of maximum intensity, with a standard deviation of 5.5 kt (2.8 m s(-1)) for category-2 hurricanes and smaller fluctuations for tropical storms and major hurricanes. The radius of Vmax contracted or remained steady when TCs rapidly intensified in high-frequency HWRF forecasts, consistent with observations. Running-mean windows of 3-9 h were applied at synoptic times to smooth the high-frequency HWRF output to investigate its utility to operational forecasting. Smoothed high-frequency HWRF output improved Vmax forecast skill by up to 8% and produced a more realistic distribution of 6-h intensity change when compared with low-frequency, instantaneous output. Furthermore, the high-frequency track forecast output may be useful for investigating characteristics of TC trochoidal motions.
引用
收藏
页码:3325 / 3339
页数:15
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