在西北太平洋的热带气旋下,海面温度误差在西北太平洋的热带气旋下
Hailun He1,2
1State Key Laboratory of Satellite Ocean Environment Dynamics, Second Institute of Oceanography, Ministry of Natural Resources, Baochubei 36, Hangzhou, 310012, Zhejiang, China. hehailun@sio.org.cn.
Scientific reports
|November 5, 2024
概括
准确的海面温度 (SST) 对于热带气旋预报至关重要. 这项研究量化了各种数据集中的SST错误,揭示了影响强度预测的偏差,并突出了改进预测模型的领域.
科学领域:
- 大气科学 大气科学
- 海洋学 海洋学 海洋学
- 气象学 天气学
背景情况:
- 准确的海面温度 (SST) 对于热带气旋预报至关重要.
- 现有的SST产品具有不清楚的误差率,特别是在热带气旋下.
- 了解这些错误对于提高预测准确度至关重要.
研究的目的:
- 在热带气旋下广泛使用的数据集中评估海面温度错误.
- 在不同数据源中量化偏差和根平均平方误差 (RMSE).
- 评估SST偏差对热带气旋强度变化的影响.
主要方法:
- 在西北太平洋利用了2014-2023年表面漂流者数据.
- 对比了八个主要的海面温度数据集 (卫星,大气,海洋分析/再分析).
- 在热带气旋坐标系中,量化整体平均偏差和RMSE.
主要成果:
- 卫星和海洋分析SST显示冷偏差;大气分析/再分析SST显示热偏差.
- 大气分析/再分析产品在右后象限始终显示热偏差.
- 对于大多数产品,在热带气旋的右侧观察到更高的RMSE.
- 经验关系表明,SST偏差对热带气旋强度变化的显著影响.
结论:
- 在热带气旋下常用的SST数据集中确定了特定的偏差和错误模式.
- 证明SST错误显著影响热带气旋强度预测.
- 为运营预测和未来热带气旋预测研究提供了关键的见解.
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