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基于循环神经网络的西北太平洋台风路径预测
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作者 尹文静 段炼 高鹏 《科技和产业》 2024年第9期117-123,共7页
西北太平洋是全球台风高发区域之一,我国每年受登录台风影响,造成沿海地区发生狂风、暴雨和风暴潮等灾害性天气,准确预测西北太平洋台风路径对我国防震减灾意义重大。基于循环神经网络的多元时间序列预测模型,以处理好的包含中国气象局(... 西北太平洋是全球台风高发区域之一,我国每年受登录台风影响,造成沿海地区发生狂风、暴雨和风暴潮等灾害性天气,准确预测西北太平洋台风路径对我国防震减灾意义重大。基于循环神经网络的多元时间序列预测模型,以处理好的包含中国气象局(CMA)台风最佳路径数据集和欧洲中期天气预报中心(ERA5)数据集两种资料的多元时间序列数据为样本,训练3种循环神经网络并预测未来6、12、24 h的热带气旋(TC)中心位置。结果表明,预测失效为24 h时利用长短期记忆神经网络(LSTM)模型预测E值为173.15 km,误差要远小于门控循环神经网络(GRU)模型和循环神经网络(RNN)模型,认为利用LSTM网络对未来24 h TC中心位置的预测具有可行性和参考价值。 展开更多
关键词 台风路径预测 多元时间序列 循环神经网络
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Numerieal Prediction of Storm Surge in the Qingdao Area Under the Impact of Climate Change 被引量:3
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作者 FENG Jianlong JIANG Wensheng BIAN Changwei 《Journal of Ocean University of China》 SCIE CAS 2014年第4期539-551,共13页
A typhoon-induced storm surge simulation system was developed for the Qingdao area, including a typhoon diagnostic model for the generation of wind and pressure fields and a 2D Advanced Circulation(ADCIRC) model for s... A typhoon-induced storm surge simulation system was developed for the Qingdao area, including a typhoon diagnostic model for the generation of wind and pressure fields and a 2D Advanced Circulation(ADCIRC) model for simulating the associated storm surge with a 200 m resolution along the Qingdao coastline. The system was validated by an extreme surge event Typhoon Mamie(8509) and the parameters of Typhoon Mamie were used to investigate the sensitivity of typhoon paths to Qingdao storm surges with four selected paths: the paths of Typhoons Mamie(8509), Opal, 3921 and 2413, the selection being made according to their relative position to Qingdao. Experiments based on the Typhoon Mamie(8509) storm surge were also conducted to study the possible influences of future climate changes, including the sea level rise and sea surface temperature(SST) rise, on storm surges along the Qingdao coast. Storm surge conditions under both present day and future(the end of the 21 st century) climate scenarios associated with the four selected paths were simulated. The results show that with the same intensity, when typhoons follow the paths of 3921 and 2413, they would lead to the most serious disasters in different areas of Qingdao. Sea level and SST affect storm surges in different ways: sea level rise affects storm surge mainly through its influence on the tide amplitude, while the increased SST has direct impact on the intensity of the surges. The possible maximum risk of storm surges in 2100 in the Qingdao area caused by typhoons like Mamie(8509) was also estimated in this study. 展开更多
关键词 storm surge typhoon path climate change Qingdao
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APPLICATION OF BDA SCHEME IN TYPHOON TRACK PREDICTION 被引量:1
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作者 张根生 费建芳 +1 位作者 黄小刚 卢龙 《Journal of Tropical Meteorology》 SCIE 2006年第2期179-185,共7页
The MM5, which is the PSU/NCAR mesoscale nonhydrostatic limited-area ,nodel, and its adjoining modeling system are used in this paper. Taking T106 analysis data as background field the authors generate an optimal init... The MM5, which is the PSU/NCAR mesoscale nonhydrostatic limited-area ,nodel, and its adjoining modeling system are used in this paper. Taking T106 analysis data as background field the authors generate an optimal initial condition of a typhoon by using two bogus data assimilation schemes, and conduct some numerical simulating experiments. The results ofno.9608 typhoon (Gloria) show that the optimal initial tield have some dramatic improvements, such as inaccurate position of typhoon center, weaker typhoon circulation and incomplete inner structure of the typhoon, which are caused by shortage of data over the sea. Some improvements have been made in the track forecast. Through several comparing experiments, the initialization optimized by BDA scheme is found to be more reasonable than GFDL scheme and its typhoon track forrecast is better. 展开更多
关键词 four-dimensional data assimilation BDA scheme GFDL scheme typhoon numerical simulation track forecasting
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