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融合IVMD的海表温度时空智能预测方法
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作者 韩莹 曹允重 +2 位作者 张凌珺 赵芮晗 董昌明 《海洋测绘》 CSCD 北大核心 2024年第3期53-57,61,共6页
精准的海洋表面温度(sea surface temperature, SST)预测在海洋和气象领域具有重要意义,如海洋渔业捕捞和海洋天气预报等。提出一种融合改进变分模态分解(improved variational mode decomposition, IVMD)的时空混合模型来预测SST,采用... 精准的海洋表面温度(sea surface temperature, SST)预测在海洋和气象领域具有重要意义,如海洋渔业捕捞和海洋天气预报等。提出一种融合改进变分模态分解(improved variational mode decomposition, IVMD)的时空混合模型来预测SST,采用中心频率观察法、残差指数最小化和皮尔逊相关系数改进变分模态分解(variational mode decomposition, VMD),去除SST序列冗余,利用图卷积神经网络(graph convolutional network, GCN)提取SST交互特征并结合长短时记忆网络(long short-term memory, LSTM)捕捉时间动态,提高预测精度。选取中国东海海域进行实证分析,实验结果表明:与现有模型对比,本文模型在均方根误差、平均绝对误差和平均绝对百分比误差3个指标上均有显著提升,验证了本文模型的有效性和稳定性。 展开更多
关键词 海洋表面温度预测 改进变分模态分解 皮尔逊相关系数 图卷积神经网络 长短时记忆网络
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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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Prediction and calculation for new energy development
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作者 Fu Yuhua Fu Anjie 《Engineering Sciences》 EI 2008年第2期69-77,共9页
Some important questions for new energy development were discussed, such as the prediction and calculation of sea surface temperature, ocean wave, offshore platform price, typhoon track, fire status, vibration due to ... Some important questions for new energy development were discussed, such as the prediction and calculation of sea surface temperature, ocean wave, offshore platform price, typhoon track, fire status, vibration due to earthquake, energy price, stock market’s trend and so on with the fractal methods (including the four ones of constant dimension fractal, variable dimension fractal, complex number dimension fractal and fractal series) and the improved rescaled range analysis (R/S analysis). 展开更多
关键词 new energy DEVELOPMENT PREDICTION fractal method rescaled range analysis R/S analysis)
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