Probability forecast of storm surge levels in the Changjiang Estuary induced by tropical cyclones based on the Error-Estimation Ensemble method

热带气旋 风暴潮 热带气旋预报模式 环境科学 气象学 风暴 Cyclone(编程语言) 经验概率 气候学 统计 计算机科学 地理 数学 贝叶斯概率 地质学 后验概率 现场可编程门阵列 计算机硬件
作者
Yi Pan,Y. Liu,Y.P. Chen,Zhe Xu,Chong‐Yu Xu
出处
期刊:Ocean Engineering [Elsevier BV]
卷期号:245: 110524-110524 被引量:4
标识
DOI:10.1016/j.oceaneng.2022.110524
摘要

This paper proposed a probability forecast methodology for the storm surges induced by tropical cyclones, including a probability forecast method of tropical cyclone tracks and a probability forecast scheme of storm surge levels. The probability forecast method of tropical cyclone tracks is developed based on the Error-Estimation Ensemble (EEE) method. Empirical distributions of the positions of the tropical cyclone centers around the EEE-forecasted ones are gained and used to make probability forecast of tropical cyclone tracks. It performs well in hindcasting the tropical cyclones that moved in the 24-h warning line of China in 2018. The probability forecast of storm surge levels is based on the probability forecast of tropical cyclone tracks. Under a given target fall-in probability, five possible tracks are used to drive the storm surge model and yields five forecasts of storm surge levels, the envelope of which is taken as the possible variation range of water level under the target fall-in probability. Using the probability forecast method, six launches of the probability forecast of three typical storm surges that affects the Changjiang Estuary are conduced, and the performance of the probability forecast method is assessed via a comparison between the target and realistic fall-in probabilities.
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