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A Tropical Cyclone Rapid Intensification Prediction Aid for the Joint Typhoon Warning Center's Areas of Responsibility

机译:热带气旋快速强化预测辅助预测辅助台风警示中心的责任领域

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摘要

In late 2017, the Rapid Intensification Prediction Aid (RIPA) was transitioned to operations at the Joint Typhoon Warning Center (JTWC). RIPA probabilistically predicts seven rapid intensification (RI) thresholds over three separate time periods: 25-, 30-, 35-, and 40-kt (1 kt approximate to 0.51 m s(-1)) increases in 24 h (RI25, RI30, RI35, RI40); 45- and 55-kt increases in 36 h (RI45 and RI55); and 70-kt increases in 48 h (RI70). RIPA's probabilistic forecasts are also used to produce deterministic forecasts when probabilities exceed 40%, and the latter are included as members of the operational intensity consensus forecast aid. RIPA, initially designed for the western North Pacific, performed remarkably well in all JTWC areas of responsibility (AOR) and is now incorporated into JTWC's ever improving suite of intensity forecast guidance. Even so, making real-time operational RIPA forecasts exposed some methodological weaknesses such as overprediction of RI for weak/disorganized systems (i.e., systems with maximum winds less than 35 kt), prediction of RI during landfall, input data reliability, and statistical inconsistencies. Modifications to the deterministic forecasts that address these issues are presented, and newly derived and more statistically consistent models are developed using data from all of JTWC's AORs. The updated RIPA is tested as it would be run in operations and verified using a 2-yr (2018-19) independent sample. The performance from this test indicates the new RIPA-when compared to its predecessor-has improved probabilistic verification statistics, and similar deterministic skill while using fewer predictors to make forecasts.
机译:在2017年底,快速增强预测援助(RIP)转型至手中警告中心(JTWC)的行动。 RIPA概率地预测三个单独的时间段的七种快速增强(RI)阈值:25-,30-,35-和40-kt(1kt近似为0.51ms(-1))增加24小时(RI25,RI30, RI35,RI40); 36小时(RI45和RI55)中,45-和55-KT增加; 48小时(RI70)的70-Kt增加。 RIPA的概率预测也用于生产概率超过40%的确定性预测,并且后者被列为运营强度共识预测援助的成员。 RIPA最初为西北太平洋设计的,在所有JTWC责任地区(AOR)都表现出色,现已纳入JTWC的曾经改善的强度预测指导套件。即便如此,使实时运营RIPA预测暴露了一些方法论弱点,例如RI的过度限制,用于弱/混乱的系统(即最大风的系统小于35千克的系统),登陆期间的RI预测,输入数据可靠性和统计不一致。对解决这些问题的确定性预测的修改,并使用来自所有JTWC的AOR的数据开发的新导出和更统计上一致的模型。更新的RIPA被测试,因为它将在操作中运行并使用2 yr(2018-19)独立样本进行验证。该测试的性能表明了与其前任相比的新RIPA - 在其上有所改善的概率验证统计数据和类似的确定性技能,同时使用更少的预测器来进行预测。

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