|
|
Application of Fisher and Bayesian methods in precipitation forecast |
Yang Yang1, Jin Ruimeng2, Zhang Zongdi3, Ke Liping4, Wei Wei5 |
1. Zhijin Meteorological Bureau,Zhijin 552100; 2. Keyouzhongqi Meteorological Bureau,Keyouzhongqi 029400; 3. Jinsha Meteorological Bureau,Jinsha 551800; 4. Weining Meteorological Bureau,Weining 553100; 5. Qianxi Meteorological Bureau,Qianxi 551500 |
|
|
Abstract Using observation data of 753 stations from 2000 to 2013,using Fisher's discriminant criterion and Bayes' discriminant criterion,and combining 74 characteristic features of atmospheric circulation from 1999 to 2012,four atmospheric circulation indexes with good correlation of precipitation were selected as the prediction factors of this trial.Three types of single-station precipitation prediction models were established.Three types of precipitation models were used to test the precipitation of three single stations from June to August in 2014.The results show that compared with the precipitation forecasting model based on the Fisher method,the Bayesian method-derived precipitation prediction model has a higher CSI score and accuracy rate,which has a stronger ability to predict precipitation at a single station,and has a better prediction effect with practical application value.
|
Received: 27 March 2020
|
|
|
|
|
[1] |
谢炯光,曾琮,纪忠萍.中国近30年来气象统计预报进展[J].气象科技,2003,31(2):67-79,83.
|
[2] |
黄嘉佑.气象统计分析与预报方法[M].北京:气象出版社,1990.
|
[3] |
宫秀军.贝叶斯学习理论及其应用研究[D].北京:中国科学院计算技术研究院,2002.
|
[4] |
刘静楠,顾颖.判别分析法在农业旱情识别中的应用[J].水文,2007,27(2):60-62,67.
|
[5] |
韩焱红,矫梅燕,陈静,等.基于贝叶斯理论的集合降水概率预报方法研究[J].气象.2013,39(1):1-10.
|
[6] |
袁野,邵洋,李爱华,等.基于Fisher判别准则的雷达产品识别降水方法[J].安徽农业科学,2009,37(18):8583-8586.
|
[7] |
曹杰,陶云.一种基于Fisher判别准则的场对场判别预报方法[N].云南大学学报(自然科学版),2000,22(4):280-284.
|
[8] |
舒海龙,秦雨,陈文广,等.一次暴雨过程降水强度的温度敏感性研究[J].气象水文海洋仪器,2019,36(1):110-115.
|
[9] |
石洪波,王志海,黄厚宽,等.一种限定性的双层贝叶斯分类模型[J].软件学报,2004,15(2):193-199.
|
|
|
|