数值天气预报检验方法邻域法的研究进展

Research Progress of Neighborhood Methods for Numerical Weather Forecast Verification

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作者:

  • 庄园 南京气象科技创新研究院/中国气象局交通气象重点开放实验室 南京 210041
  • 张悦含 中国气象局气象干部培训学院 北京 100081
  • 孙世玮 南京气象科技创新研究院/中国气象局交通气象重点开放实验室 南京 210041
  • 王元 南京大学大气科学学院 南京 210023

中文摘要:

邻域检验方法被广泛应用于数值天气预报的检验,随着高分辨率数值模式的不断发展,新的邻域检验方法不断涌现,邻域法的应用也逐渐从确定性预报扩展到集合概率预报。首先对不同邻域法进行了回顾,并按照对预报和观测场处理方式的不同,将邻域法分为升尺度法、邻域最大值法、格点概率法和其他方法。而后基于一套观测和预报资料,对不同邻域法进行比较。不同邻域法适用情形不同,在对预报进行检验时应根据需要选择合适的方法。在全面回顾的基础上,指出邻域法的优势和不足,并对未来发展方向进行展望。

中文关键词:

预报检验,空间检验方法,邻域法

KeyWords:

forecast verification, spatial verification method, neighborhood method

Abstract:

Neighborhood method has been widely used in numerical weather forecast verification. With the development of high-resolution numerical model, there have emerged new neighborhood methods, and the application of neighborhood method has been extended from deterministic forecasts to ensemble forecasts. Firstly, different neighborhood methods are reviewed. According to different processing methods for forecast and observation field, neighborhood methods are categorized into four types, upscaling method, neighborhood maximum method, grid probability method and other methods. Then different neighborhood methods are compared based on a set of observation and forecast data. The application of different neighborhood methods should be chosen according to the actual requirements. The advantages and disadvantages of neighborhood methods are pointed out and the future development direction is prospected based on a comprehensive review.

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