STUDY OF THE MODIFICATION OF MULTI-MODEL ENSEMBLE SCHEMES FOR TROPICAL CYCLONE FORECASTS     

张涵斌  智协飞  陈静  王亚男  王轶 《热带气象学报(英文版)》2015,21(4):389-399

This study investigates multi-model ensemble forecasts of track and intensity of tropical cyclones over the western Pacific, based on forecast outputs from the China Meteorological Administration, European Centre for Medium-Range Weather Forecasts, Japan Meteorological Agency and National Centers for Environmental Prediction in the THORPEX Interactive Grand Global Ensemble (TIGGE) datasets. The multi-model ensemble schemes, namely the bias-removed ensemble mean (BREM) and superensemble (SUP), are compared with the ensemble mean (EMN) and single-model forecasts. Moreover, a new model bias estimation scheme is investigated and applied to the BREM and SUP schemes. The results showed that, compared with single-model forecasts and EMN, the multi-model ensembles of the BREM and SUP schemes can have smaller errors in most cases. However, there were also circumstances where BREM was less skillful than EMN, indicating that using a time-averaged error as model bias is not optimal. A new model bias estimation scheme of the biweight mean is introduced. Through minimizing the negative influence of singular errors, this scheme can obtain a more accurate model bias estimation and improve the BREM forecast skill. The application of the biweight mean in the bias calculation of SUP also resulted in improved skill. The results indicate that the modification of multi-model ensemble schemes through this bias estimation method is feasible.  相似文献   

基于模拟脚本的气象自动绘图系统   总被引：1，自引：0，他引：1  

杨波  朱文剑  唐文苑 《气象科技》2015,43(4):627-633

气象自动绘图系统（MEPAS）是一款紧贴我国业务数据环境,以MICAPS和GRIB1/GRIB2数据为主要输入源来实现自动化绘图的业务系统。MEPAS集成了多种物理量和对流参数的计算算法,在中尺度分析方面独具特色。MEPAS主要通过编写XML配置文件来模拟脚本,以命令行的方式运行,它学习简单,使用方便,运行稳定,出图高效,可用于业务系统的建设,也可用于气象科研,具有较高的应用推广价值。MEPAS通过模拟脚本实现自动绘图的技术可以被MICPAS借鉴或吸收,以填补MICAPS脚本交互的技术空白。  相似文献   

三种非线性回归逐时气温预报比较订正   总被引：1，自引：0，他引：1  

梁立为  尹洁  马振富  周开鹏  彭振华 《气象科技》2015,43(6):1116-1120

选取ECMWF和T639的2013年1月至2014年12月的数值预报场构造预报因子,基于神经网络、支持向量机和构造函数的非线性方法,预报地面逐时气温。试验结果显示,在单个方法预报误差较大时,3种方法的偏差订正集成方法更利于减小误差,通过偏差订正,3种非线性方法预报效果良好,平均绝对误差减小了0.5 ℃。在近1年独立样本的预报检验中,集成方法、神经网络、支持向量机和构造函数预报的平均绝对误差分别为1.5 ℃、1.7 ℃、1．8 ℃和1．4 ℃,总体上构造函数预报更为准确。  相似文献   

Performance of the seasonal forecasting of the Asian summer monsoon by BCC_CSM1.1(m)   总被引：1，自引：0，他引：1  

Xiangwen Liu  Tongwen Wu  Song Yang  Weihua Jie  Suping Nie  Qiaoping Li  Yanjie Cheng  Xiaoyun Liang 《大气科学进展》2015,32(8):1156-1172

This paper provides a comprehensive assessment of Asian summer monsoon prediction skill as a function of lead time and its relationship to sea surface temperature prediction using the seasonal hindcasts of the Beijing Climate Center Climate System Model, BCC_CSM1.1(m). For the South and Southeast Asian summer monsoon, reasonable skill is found in the model's forecasting of certain aspects of monsoon climatology and spatiotemporal variability. Nevertheless, deficiencies such as significant forecast errors over the tropical western North Pacific and the eastern equatorial Indian Ocean are also found. In particular, overestimation of the connections of some dynamical monsoon indices with large-scale circulation and precipitation patterns exists in most ensemble mean forecasts, even for short lead-time forecasts. Variations of SST, measured by the first mode over the tropical Pacific and Indian oceans, as well as the spatiotemporal features over the Niño3.4 region, are overall well predicted. However, this does not necessarily translate into successful forecasts of the Asian summer monsoon by the model. Diagnostics of the relationships between monsoon and SST show that difficulties in predicting the South Asian monsoon can be mainly attributed to the limited regional response of monsoon in observations but the extensive and exaggerated response in predictions due partially to the application of ensemble average forecasting methods. In contrast, in spite of a similar deficiency, the Southeast Asian monsoon can still be forecasted reasonably, probably because of its closer relationship with large-scale circulation patterns and El Niño-Southern Oscillation.  相似文献   

Impact of Assimilating Radiances with the WRFDA ETKF/3DVAR Hybrid System on Prediction of Two Typhoons in 2012          下载免费PDF全文

XU Dongmei  HUANG Xiang-Yu  WANG Hongli  Arthur P. MIZZI  MIN Jinzhong 《Acta Meteorologica Sinica》2015,29(1):28-40

The impacts of AMSU-A and IASI (Infrared Atmospheric Sounding Interferometer) radiances assimila-tion on the prediction of typhoons Vicente and Saola (2012) are studied by using the ensemble transform ...  相似文献   

Seasonal prediction of June rainfall over South China: Model assessment and statistical downscaling     

Kun-Hui Ye  Chi-Yung Tam  Wen Zhou  Soo-Jin Sohn 《大气科学进展》2015,32(5):680-689

The performances of various dynamical models from the Asia-Pacific Economic Cooperation(APEC) Climate Center(APCC) multi-model ensemble(MME) in predicting station-scale rainfall in South China(SC) in June were evaluated.It was found that the MME mean of model hindcasts can skillfully predict the June rainfall anomaly averaged over the SC domain.This could be related to the MME's ability in capturing the observed linkages between SC rainfall and atmospheric large-scale circulation anomalies in the Indo-Pacific region.Further assessment of station-scale June rainfall prediction based on direct model output(DMO) over 97 stations in SC revealed that the MME mean outperforms each individual model.However,poor prediction abilities in some in-land and southeastern SC stations are apparent in the MME mean and in a number of models.In order to improve the performance at those stations with poor DMO prediction skill,a station-based statistical downscaling scheme was constructed and applied to the individual and MME mean hindcast runs.For several models,this scheme can outperform DMO at more than 30 stations,because it can tap into the abilities of the models in capturing the anomalous Indo-Paciric circulation to which SC rainfall is considerably sensitive.Therefore,enhanced rainfall prediction abilities in these models should make them more useful for disaster preparedness and mitigation purposes.  相似文献   

An assessment of the predictability of the East Asian Subtropical Westerly Jet based on TIGGE data   总被引：1，自引：0，他引：1  

Baiquan Zhou  Ruoyun Niu  Panmao Zhai 《大气科学进展》2015,32(3):401-412

The predictability of the position, spatial coverage and intensity of the East Asian subtropical westerly jet(EASWJ) in the summers of 2010 to 2012 was examined for ensemble prediction systems(EPSs) from four representative TIGGE centers,including the ECMWF, the NCEP, the CMA, and the JMA. Results showed that each EPS predicted all EASWJ properties well, while the levels of skill of all EPSs declined as the lead time extended. Overall, improvements from the control to the ensemble mean forecasts for predicting the EASWJ were apparent. For the deterministic forecasts of all EPSs, the prediction of the average axis was better than the prediction of the spatial coverage and intensity of the EASWJ. ECMWF performed best, with a lead of approximately 0.5–1 day in predictability over the second-best EPS for all EASWJ properties throughout the forecast range. For probabilistic forecasts, differences in skills among the different EPSs were more evident in the earlier part of the forecast for the EASWJ axis and spatial coverage, while they departed obviously throughout the forecast range for the intensity. ECMWF led JMA by about 0.5–1 day for the EASWJ axis, and by about 1–2 days for the spatial coverage and intensity at almost all lead times. The largest lead of ECMWF over the relatively worse EPSs, such as NCEP and CMA, was approximately 3–4 days for all EASWJ properties. In summary, ECMWF showed the highest level of skill for predicting the EASWJ, followed by JMA.  相似文献   

一种多因子加权平均温度模型的构建方法     

李得宴  杨维芳  高志钰  蒋玉祥  李蓉蓉 《测绘科学》2021,46(3):73-79

针对在地基GNSS水汽反演的过程中,天顶湿延迟转换为大气可降水量时如何建立精确的大气加权平均温度(Tm)模型的问题,该文在建立Tm模型前全面考虑了对Tm有显著影响的变量并选择最优回归子集。但分析发现,最优回归子集中各变量之间存在较强的相关性,这将会导致变量之间存在多重共线性,从而影响模型的稳定性和可靠性。选择2013—2015年相关气象数据作为变量并应用岭回归的方法削弱变量之间的多重共线性,建立稳定的多因子Tm回归模型。并利用该模型分别预测2016年1—12月、2019年1—7月的Tm,均方根误差分别为2.3 K和2.0 K,预测精度较高,这将为高精度的水汽反演奠定较好的数据基础。  相似文献   

宁夏月亮山西麓找矿远景预测中的重磁资料应用研究   总被引：1，自引：0，他引：1  

程建华  尹秉喜 《物探化探计算技术》2011,33(1):45-50,119

这里对月亮山西麓重磁资料进行了处理解释,研究了磁异常、重力异常和地球化学组合的异常特征。通过对成矿地质背景条件的分析,解释了研究区磁异常很可能是隐伏的中基性潜火山岩,或是与其相关的铁-铜多金属所为,同时还预测了车路湾南、赵家佬、泉儿湾、王民北磁异常为研究区重要的找矿远景靶区。  相似文献   

发扬李四光地震预报的科学思想     

李方全 《地质力学学报》2011,17(1):74-78

李四光教授关于地震地质工作中地震预报方面的重要观点和思想主要包括:地应力变化与地震密切相关;地震活动带中也存在相对安全的地区(“安全岛”理论);地震地质调查是地震预报的基础;地震是可以预测的,地应力的变化过程是地震预报的关键.他的“安全岛”理论及地震预报思想至今仍有着十分重要的理论意义和现实意义.  相似文献