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为登陆台风灾难开发一个动态统计模拟集体预测模型
Caiming Wu1,2, Fumin Ren3, Da-Lin Zhang4
1School of Atmospheric Science, Nanjing University of Information Science and Technology, Nanjing, 210044, China.
Scientific reports
|September 27, 2023
概括
一个新的动态统计模拟整体预测模型有助于预测登陆台风灾害 (LTD). 该模型在捕捉关键损害特征方面显示出有希望的结果,帮助沿海社区减轻台风影响.
科学领域:
- 气象学和大气科学 气象学和大气科学
- 减少灾害风险 减少灾害风险
- 地理空间分析是什么
背景情况:
- 登陆台风灾害 (LTD) 对沿海社区构成重大威胁.
- 准确预测台风的影响对于有效减轻灾难至关重要.
- 现有的模型可能需要改进,以准确预测台风造成的损害.
研究的目的:
- 开发和介绍一个新的动态统计模拟集预测模型,用于LTDs.
- 在中国沿海地区应用和评估该模型的性能.
- 改进预测台风灾难特征的方法.
主要方法:
- 该模型整合了四个关键元素:预测轨道采集,通用初始值 (GIV) 构建,模拟识别和模拟灾难组装.
- GIV包含台风的轨迹,强度和登陆日期.
- 综合预测技术用于生成灾难预测.
主要成果:
- 预先评估表明,对于两个关键的LTD损害级别,平均威胁分数为0.48和0.55.
- 该模型有效地捕捉到大多数损害发生在台风在登陆时的中心附近.
- 开发的模型在预测台风灾难的关键特征方面表现出了有希望的表现.
结论:
- 动态统计模拟整体预测模型显示了提高LTD预测的潜力.
- 该模型识别损害特征的能力有助于减轻灾害的战略.
- 这种方法为保护沿海社区免受破坏性的台风提供了有价值的工具.
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