中国区域夏季AMDAR资料与ECMWF再分析资料的对比分析
作者:
中图分类号:

P456.7

基金项目:

国家自然科学基金资助项目(42275171);辽宁省重点研发资助项目(2020JH2/10300091)


Comparative analysis of summer ECMWF reanalysis data and AMDAR data in China
Author:
  • 摘要
  • | |
  • 访问统计
  • |
  • 参考文献
  • |
  • 相似文献
  • |
  • 引证文献
  • | |
  • 文章评论
    摘要:

    利用2016—2018年夏季飞机报资料,统计分析我国AMDAR(Aircraft Meteorological Data Relay)资料时空分布特征及与欧洲中期天气预报中心(European Centre for Medium-range Weather Forecasts, ECMWF)再分析资料间的差异。结果表明:2016—2018年夏季,我国每日AMDAR数据报文量可达5万份,受航班影响,资料地域分布差异大,且具有明显的日变化特征;垂直分布上,起飞和降落及平飞阶段报文量大,占总报文数近60%。通过对质量控制后AMDAR数据分析发现,剔除的数据多为重复数据,主要由0~2 km飞机近地层起降导致。将质量控制后数据与ECMWF再分析资料对比发现,AMDAR资料与ECMWF再分析资料在空间上有很好的一致性。两类资料偏差统计显示,对于AMDAR观测得到的温度较ECMWF再分析数据偏低1~2 ℃,且偏差随着高度增加。进一步的统计结果显示,二者之间的温度均方根误差8 km以下接近2 ℃,8 km以上为3 ℃左右,受风速影响变化不大;而从风向和风速的对比来看,AMDAR观测与ECMWF再分析相比能够较好地符合无偏正态分布,风向均方根误差随高度变化不大,而随着风速的增加减小,当风速大于10 m·s-1时,偏差在21°以下;风速的平均偏差接近于1 m·s-1,均方根误差随高度变化不大,但随风速的增大而增加。

    Abstract:

    Using the national aircraft report data in the summer of 2016-2018, the temporal and spatial distribution characteristics of China's aircraft report and their differences with ECWMF reanalysis data were statistically analyzed. Results show that aircraft report data is a good supplement for high-altitude observations. In the summer of 2016 to 2018, China's daily message can reach 50 000. Affected by flights, the geographical distribution varies greatly and has obvious daily variation characteristics. On the vertical distribution,the number of messages during takeoff, landing and level flight stage is large, accounting for nearly 60% of the total number. After the quality control of aircraft report data, it was found that the excluded data are mostly repetitive data, and is mainly caused by takeoffs and landings of 0-2 km aircraft near the ground. Comparing the post-QC control data with ECMMF reanalysis data, there is a good spatial consistency between them. Deviation statistics show that the temperature observed by AMDAR was 1-2 ℃ lower than that of the ECMWF reanalysis data, and the deviation increased with altitude.Further statistical results show that the root mean square error between the two is close to 2 ℃ below 8 km, and about 3 ℃ above 8 km, little change is affected by wind speed. From the comparison of wind direction and wind speed, AMDAR observation can better conform to the unbiased normal distribution compared with ECMWF reanalysis data. The root mean square error of wind direction does not change much with the height, and with the increase of wind speed, when the wind speed is greater than 10 m·s-1, the deviation is below 21°. The average deviation of wind speed is close to 1 m·s-1, and the root mean square error does not change much with height, but increases with the increase of wind speed.

    参考文献
    相似文献
    引证文献
引用本文

段云霞,李得勤,杨森,崔锦,王月,徐爽.中国区域夏季AMDAR资料与ECMWF再分析资料的对比分析.气象科学,2025,45(1):136-144 DUAN Yunxia, LI Deqin, YANG Sen, CUI Jin, WANG Yue, XU Shuang. Comparative analysis of summer ECMWF reanalysis data and AMDAR data in China. Journal of the Meteorological Sciences,2025,45(1):136-144

复制
相关视频

分享
文章指标
  • 点击次数:
  • 下载次数:
  • HTML阅读次数:
  • 引用次数:
历史
  • 收稿日期:2022-09-17
  • 最后修改日期:2022-11-17
  • 在线发布日期: 2025-03-08
文章二维码
您是第位访问者
气象科学 ® 2025 版权所有
技术支持:北京勤云科技发展有限公司
请使用 Firefox、Chrome、IE10、IE11、360极速模式、搜狗极速模式、QQ极速模式等浏览器,其他浏览器不建议使用!