首页|期刊导航|河海大学学报(自然科学版)|基于盘古气象大模型的台风路径及台风浪波高预报研究

基于盘古气象大模型的台风路径及台风浪波高预报研究OA

Research on prediction of typhoon tracks and typhoon wave heights based on Pangu-Weather

中文摘要英文摘要

利用盘古气象大模型对台风天气下的地表气象要素以及高空气象要素进行预报,结合热带气旋追踪算法对台风路径进行预报研究;基于盘古气象大模型的路径预报结果和直接修正法改进的预报风场数据驱动 SWAN 模式,将计算得到的有效波高数据与实测数据进行对比验证,评估该模型在广东和海南岛台风路径及台风浪预报的效果.结果表明:盘古气象大模型能够实现长时台风路径预报,且结果优于高分辨率的数值大气模式(ECMWF-HRES),但盘古气象大模型对台风风场存在低估现象;将盘古气象大模型预报的台风路径与直接修正法改进的台风风场相结合,以此驱动波浪场,能有效提高台风浪波高的预报精度.

Surface meteorological elements and upper-air meteorological elements under typhoon weather conditions were predicted using Pangu-Weather,and the prediction of typhoon tracks was studied combined with the tropical cyclone tracking algorithm.The SWAN model was driven based on the typhoon track prediction results of Pangu-Weather and the predicted wind field data improved by a direct correction method.The calculated significant wave height data were compared with the measured data for verification,thereby evaluating the effectiveness of the model in predicting typhoon tracks and typhoon waves in Guangdong Province and Hainan Island.The results indicate that Pangu-Weather can achieve long-term typhoon track prediction,and the results are superior to those of the high-resolution numerical atmospheric model(ECMWF-HRES),but Pangu-Weather underestimates the typhoon wind field.Combining the typhoon track predicted by Pangu-Weather with the typhoon wind field improved by the direct correction method to drive the wave field can effectively improve the prediction accuracy of typhoon wave heights.

胡正元;冯曦;冯卫兵;倪兴也;秦知朋;吴浩宇

河海大学港口海岸与近海工程学院||河海大学海岸灾害及防护教育部重点实验室河海大学港口海岸与近海工程学院||河海大学海岸灾害及防护教育部重点实验室河海大学港口海岸与近海工程学院||河海大学海岸灾害及防护教育部重点实验室河海大学港口海岸与近海工程学院||河海大学海岸灾害及防护教育部重点实验室河海大学港口海岸与近海工程学院河海大学港口海岸与近海工程学院

盘古气象大模型台风路径预报台风浪波高预报热带气旋追踪算法

Pangu-Weathertyphoon track predictiontyphoon wavewave height predictiontropical cyclone tracking algorithm

《河海大学学报(自然科学版)》 2026 (3)

28-36,160,10

装备预研教育部联合基金项目(8091B022123)江苏省水利科技项目(2022023)港口航道泥沙工程交通行业重点实验室开放课题项目(YK223001-3)国家自然科学基金项目(52471282)

10.3876/j.issn.1000-1980.2026.03.004

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