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EOF迭代降尺度方案及其在华东梅汛期降水预测中的应用 被引量:12
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作者 沈愈 《高原气象》 CSCD 北大核心 2008年第B12期52-63,共12页
利用传统的EOF迭代方法,以梅汛期(6~7月)国家气候中心T63动力延伸模式200 hPa和500 hPa形势场产品为模式气候因子,全国961个站点的降水距平百分率为实况气候,建立了华东区月尺度的降水统计释用模型。在建模中运用交叉检验方法,解决了... 利用传统的EOF迭代方法,以梅汛期(6~7月)国家气候中心T63动力延伸模式200 hPa和500 hPa形势场产品为模式气候因子,全国961个站点的降水距平百分率为实况气候,建立了华东区月尺度的降水统计释用模型。在建模中运用交叉检验方法,解决了EOF迭代合理截断解释方差的选择问题,同时对释用建模中普遍存在的小样本拓展问题进行了探讨,并提出了有效的解决方案。由于在上述EOF迭代建模关键问题的研究中获得显著进展,使该模型在2007年和2008年梅汛期的释用中得到较好的效果。另外,还用Bootstrap方法给出了这些模型交叉检验平均释用技巧的置信区间估计,从而进一步揭示了这些模型的释用性能。 展开更多
关键词 EOF迭代技巧 降尺度方案 梅汛期 水预测
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Assessing the sensitivity of RegCM4 to cumulus and ocean surface schemes over the Southeast Asia domain of the coordinated regional climate downscaling experiment 被引量:1
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作者 WANG Zhengqi GAO Xuejie +3 位作者 HAN Zhenyu WU Jia XU Ying JUNENG Liew 《Atmospheric and Oceanic Science Letters》 CSCD 2020年第1期71-79,共9页
Multi-year experiments are conducted using the most recent version of the Abdus Salam International Centre for Theoretical Physics regional climate model RegCM4(version 4.7) to customize its performance over Southeast... Multi-year experiments are conducted using the most recent version of the Abdus Salam International Centre for Theoretical Physics regional climate model RegCM4(version 4.7) to customize its performance over Southeast Asia - a region with few RCMs applied to date. The model is driven by ERA-Interim reanalysis data at a grid spacing of 25 km using the CORDEX(Coordinated Regional Climate Downscaling Experiment) Southeast Asia domain. The authors focus on comparing the convection schemes of Emanuel and Tiedtke(Tiedtke-1) and Tiedtke with effects of sea surface evaporation introduced(Tiedtke-2). The authors find that, for temperature over land, the model shows reasonable performance in reproducing the present-day climatology in both December–January–February(DJF) and June–July–August(JJA) in all the experiments. Meanwhile, cold biases prevail in both seasons, although portions of warm bias exist in DJF. For precipitation, the spatial pattern and amount, as well as seasonal evolution, are in general reproduced well in the experiments.Better performances of Tiedtke-1 and Tiedtke-2 are evident compared to Emanuel, particularly over ocean. Thereby, the optimal configuration of Reg CM4.7 for future climate change simulations over the region is identified as using the Tiedtke scheme with spray effects considered, along with the default settings for other physical parameterizations. 展开更多
关键词 REGCM coordinated regional climate downscaling experiment convective scheme Southeast Asia
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CWRF-based ensemble simulation of tropical cyclone activity near China and its sensitivity to the model physical parameterization schemes
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作者 Wenru Shi Haishan Chen Xin-Zhong Liang 《Atmospheric and Oceanic Science Letters》 CSCD 2021年第1期22-26,共5页
To evaluate the downscaling ability with respect to tropical cyclones(TCs)near China and its sensitivity to the model physics representation,the authors performed a multi-physics ensemble simulation with the regional ... To evaluate the downscaling ability with respect to tropical cyclones(TCs)near China and its sensitivity to the model physics representation,the authors performed a multi-physics ensemble simulation with the regional Climate-Weather Research and Forecasting(CWRF)model at a 30 km resolution driven by ERA-Interim reanalysis data.The ensemble consisted of 28 integrations during 1979-2016 with varying CWRF physics configurations.Both CWRF and ERA-Interim can generally capture the seasonal cycle and interannual variation of the TC number near China,but evidently underestimate them.The CWRF downscaling and its multi-physics ensemble can notably reduce the underestimation and significantly improve the simulation of the TC occurrences.The skill enhancement is especially large in terms of the interannual variation,which is most sensitive to the cumulus scheme,followed by the boundary layer,surface and radiation schemes,but weakly sensitive to the cloud and microphysics schemes.Generally,the Noah surface scheme,CAML(CAM radiation scheme as implemented by Liang together with the diagnostic cloud cover scheme of Xu and Randall(1996))radiation scheme,prognostic cloud scheme,and Thompson microphysics scheme stand out for their better performance in simulating the interannual variation of TC number.However,the Emanuel cumulus and MYNN boundary layer schemes produce severe interannual biases.Our study provides a valuable reference for CWRF application to improve the understanding and prediction of TC activity. 展开更多
关键词 Tropical cyclone Ensemble simulation Physical parameterization schemes Regional downscaling
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