主要参考美国Jones等的统计预报模型, 结合本地区研究特点, 建立5~10月的夏季预报模型。利用1998\_2007年的NCEP逐日700 hPa风场资料, 使用向量场的自然正交分解所得的主成分, 结合自回归及多元回归等统计方法, 建立低频(30~50天)统计模型, 用最近5候的前五个主成分来预报未来5候的时间主成分, 最后将空间部分与所得的未来时间部分还原为低频风场。结果表明, 低频经向风预报与低频纬向风相比较好, 该模型对未来3~5候长江中下游的预报结果有参考价值。
Abstract
Using the Jones′autoregressive statistical model and 700 hPa wind of NCEP/NCAR reanalysis data in 1998\_2007, and considering the characteristicof the regional climate, the summer forecast model for the extended\|rang (10~30 days) are constructed for operation from May to October, in which firstly the main components of the wind fields are chosen by means of Empirical Orthogonal Function analysis (EOF), then the lastest five pentad main components (PCs) are utilized to predict the coming five pentad PCs and finally the corresponding wind fields are derived from combination of the PCs forecast models use. The results indicate that the forecast skill scores for the low\|frequencyzonal winds seem to be larger, implying the coming the third to fifth pentad predictions thus given along mid\| and lower\|reaches of the YangtzeRiver.
关键词
延伸期预报 /
自然正交分解 /
自回归与多元回归
{{custom_keyword}} /
Key words
Extended\|range prec /
Empirical orthogonal /
Autoregression and m
{{custom_keyword}} /
{{custom_sec.title}}
{{custom_sec.title}}
{{custom_sec.content}}
参考文献
[1]Madden R A, P R Julian. Detection of a 40-50 day oscillation in the zonal wind in the tropical Pacific [J]. J Atmos Sci, 1971, 28: 702-708
[2]李崇银. 大气中的季节内振荡[J]. 大气科学, 1990, 14(1): 32-45
[3]孙国武, 陈葆德. 青藏高原上空大气低频波的振荡及其经向传播[J]. 大气科学, 1998, 22(3): 250-256
[4]张勤, 倪允琪等. 热带和中高纬地区季节内振荡的特征及其动力学诊断[J]. 热带气象学报, 1992, 04, 289-296
[5]何金海, 陈丽臻. 南北半球环流的40天振荡与夏季风降水预报的可能途径[J]. 低纬高原天气, 1992, (1): 28-49
[6]章基嘉, 孙国武, 陈葆德. 青藏高原大气低频变化的研究[M]. 北京: 气象出版社, 1991: 105-108
[7]Wheeler M C, H H Hendon. An all\|season real\|time multivariate MJO Index: Development of an index for monitoring and prediction[J]. Mon Wea Rev, 2004, 132: 1917-1932
[8]Lo F, H H Hendon. Empirical prediction of the MJO[J]. Mon We Rev, 2000, 128: 2528-2543
[9]Jones C, M V Carvalho, R W Higgins, et al. A statistical forecast model of tropical intraseasonal convective anomalies[J]. J Climate, 2004, 17: 2078-2094
[10]李崇银. 大气低频振荡[M]. 北京: 气象出版社, 1991: 15-18
[11]施能. 气象科学与预报中的多元分析方法[M]. 北京: 气象出版社, 2002: 157-159