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降水的统计降尺度预报及其空间相关性和时间连续性重建
引用本文:王姝苏,智协飞,俞剑蔚,陈超辉,周红梅,朱寿鹏,赵欢.降水的统计降尺度预报及其空间相关性和时间连续性重建[J].大气科学学报,2018,41(1):36-45.
作者姓名:王姝苏  智协飞  俞剑蔚  陈超辉  周红梅  朱寿鹏  赵欢
作者单位:南京信息工程大学气象灾害教育部重点实验室/气象灾害预报预警与评估协同创新中心/气候与环境变化国际合作联合实验室;江苏省盐城市大丰区气象局;南京大气科学联合研究中心;江苏省气象台;国防科技大学气象海洋学院;武汉中心气象台;
基金项目:北极阁开放研究基金南京大气科学联合研究中心重点项目(NJCAR2016ZD04);深圳南方强天气研究重点实验室项目;江苏高校优势学科建设工程资助项目(PAPD)
摘    要:利用欧洲中期天气预报中心(ECMWF)、日本气象厅(JMA)、美国国家环境预报中心(NCEP)以及英国气象局(UKMO)四个中心1~7 d日累计降水量集合预报资料,以中国降水融合产品作为"观测值",对我国地面降水量进行统计降尺度预报,并对预报降水的空间相关性和时间连续性进行重建。对降水量进行分级后,建立各个量级的回归方程进行统计降尺度预报。此外,还利用Schaake Shuffle方法重建丢失的空间相关性和时间连续性。结果表明,分级回归比未分级回归后的预报结果相关系数更高,预报误差更小,更接近观测值。Schaake Shuffle方法可以有效地改进降水预报的空间相关性和时间连续性,使之更接近实况观测,集合成员间的相关性也更好。

关 键 词:降水量预报  统计降尺度  Schaake  Shuffle方法  相关性重建
收稿时间:2016/10/10 0:00:00
修稿时间:2016/12/29 0:00:00

Statistical downscaling forecast and reconstruction of spatial and temporal correlation of the precipitation
WANG Shusu,ZHI Xiefei,YU Jianwei,CHEN Chaohui,ZHOU Hongmei,ZHU Shoupeng and ZHAO Huan.Statistical downscaling forecast and reconstruction of spatial and temporal correlation of the precipitation[J].大气科学学报,2018,41(1):36-45.
Authors:WANG Shusu  ZHI Xiefei  YU Jianwei  CHEN Chaohui  ZHOU Hongmei  ZHU Shoupeng and ZHAO Huan
Institution:Key Laboratory of Meteorological Disaster, Ministry of Education(KLME)/Collaborative Innovation Center on Forecast and Evaluation of Meteorological Disaster(CIC-FEMD)/Joint International Research Laboratory of Climate and Environment Change(ILCEC), Nanjing University of Information Science & Technology, Nanjing 210044, China;Meteorological Bureau Dafeng District, Yancheng 224100, China;Key Laboratory of Meteorological Disaster, Ministry of Education(KLME)/Collaborative Innovation Center on Forecast and Evaluation of Meteorological Disaster(CIC-FEMD)/Joint International Research Laboratory of Climate and Environment Change(ILCEC), Nanjing University of Information Science & Technology, Nanjing 210044, China;Nanjing Joint Center for Atmospheric Research, Nanjing 210008, China;Weather Observatory of Jiangsu Province, Nanjing 210008, China;College of Meteorology and Oceanography, Defense University of Science and Technology, Nanjing 211101, China;Key Laboratory of Meteorological Disaster, Ministry of Education(KLME)/Collaborative Innovation Center on Forecast and Evaluation of Meteorological Disaster(CIC-FEMD)/Joint International Research Laboratory of Climate and Environment Change(ILCEC), Nanjing University of Information Science & Technology, Nanjing 210044, China;Key Laboratory of Meteorological Disaster, Ministry of Education(KLME)/Collaborative Innovation Center on Forecast and Evaluation of Meteorological Disaster(CIC-FEMD)/Joint International Research Laboratory of Climate and Environment Change(ILCEC), Nanjing University of Information Science & Technology, Nanjing 210044, China;Wuhan Central Meteorological Observatory, Wuhan 430074, China
Abstract:
Keywords:precipitation forecast  statistical downscaling  Schaake Shuffle method  correlation reconstruction
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