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概率神经网络的边界预报
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作者 段传学 徐光华 孟光 《上海交通大学学报》 EI CAS CSCD 北大核心 2005年第2期332-336,共5页
在概率神经网络用于时间序列预测的基础上,结合数理统计理论,提出在一定置信度情况下,对时间序列的边界预报问题.在时间序列预报时,不仅给出预报值,同时也给出预测值的变化范围.通过模拟数据和齿轮箱实际数据,对边界预报进行了应用分析... 在概率神经网络用于时间序列预测的基础上,结合数理统计理论,提出在一定置信度情况下,对时间序列的边界预报问题.在时间序列预报时,不仅给出预报值,同时也给出预测值的变化范围.通过模拟数据和齿轮箱实际数据,对边界预报进行了应用分析,得出预报具有滞后性的结论并分析了其原因;同时讨论了平滑因子等参数对边界预报的影响. 展开更多
关键词 概率神经网络 时间序列 边界预报
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随机双相介质宏观弹性模量的边界元法预报 被引量:4
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作者 孟庆元 杜善义 《复合材料学报》 EI CAS CSCD 北大核心 1990年第1期45-50,共6页
确定多相体材料的宏观性能与其细观组织之间的关系是当今计算结构力学的一个重要课题。本文采用高效率的二次等参边界元及子域法求解了随机双相介质的宏观弹性模量。计算结果与若干常见的解析公式进行了比较,为评价这些解析公式的可靠... 确定多相体材料的宏观性能与其细观组织之间的关系是当今计算结构力学的一个重要课题。本文采用高效率的二次等参边界元及子域法求解了随机双相介质的宏观弹性模量。计算结果与若干常见的解析公式进行了比较,为评价这些解析公式的可靠性提供了一定的依据。可以看出:边界元法在复合材料的计算力学中具有很大的潜力。 展开更多
关键词 复合材料 随机双相介质 宏观弹性模量 边界元法预报 力学性能
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微波遥感在大气边界层预报中的应用 被引量:2
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作者 赵柏林 徐进 《气象学报》 CSCD 北大核心 1992年第1期99-106,共8页
本文利用5mm(54.5 GHz)微波辐射计遥感大气边界层的温度廓线,并利用大气边界层数值模式,预报大气边界层的发展。首先改善5 mm微波辐射计遥感大气温度层结的方法,提高精度;其次建立模拟和预报大气边界层发展的一维数值模式,用微波辐射计... 本文利用5mm(54.5 GHz)微波辐射计遥感大气边界层的温度廓线,并利用大气边界层数值模式,预报大气边界层的发展。首先改善5 mm微波辐射计遥感大气温度层结的方法,提高精度;其次建立模拟和预报大气边界层发展的一维数值模式,用微波辐射计观测结果每3小时对模式进行一次初始化,使模式能跟踪和预报实际大气边界层的发展,并用实测资料做了验证。 展开更多
关键词 微波遥感 大气边界预报 温度廓线 数值模式
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城市冠层模式对城市气温模拟的改进 被引量:2
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作者 周荣卫 蒋维楣 何晓凤 《南京大学学报(自然科学版)》 CAS CSCD 北大核心 2008年第3期250-257,共8页
建立了一个城市冠层模式,并将该模式耦合在精细城市边界层预报模式中.城市冠层模式对城市地区地面气温夏季和冬季的模拟情况均优于传统平板模式的模拟结果,尤其是夜间地面气温的量值及变化趋势.城市冠层模式详细的考虑城市冠层建筑物三... 建立了一个城市冠层模式,并将该模式耦合在精细城市边界层预报模式中.城市冠层模式对城市地区地面气温夏季和冬季的模拟情况均优于传统平板模式的模拟结果,尤其是夜间地面气温的量值及变化趋势.城市冠层模式详细的考虑城市冠层建筑物三维结构对长短波辐射的作用以及热量存储能力.建筑物密集地区冠层地表反照率要低于建筑物相对稀疏地区,以北京地区的模拟为例,古观象台地表反照率夏季为0.167,冬季为0.163,南郊观象台夏季反照率为0.170,冬季为0.167.城市冠层模式能够较为准确的模拟城市地区地表能量平衡关系,白天净辐射通量要大于平板模式模拟结果,大多数能量存储在冠层三维结构中,感热通量较低;夜晚冠层释放存储的热量加热冠层表面,冠层通过向上的感热通量传输加热上部大气,夜间感热通量表现为正值. 展开更多
关键词 城市冠层 边界预报模式 反照率 热存储
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三维非静力二阶闭合PBL模式的初步研究 被引量:1
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作者 张 燕 徐玉貌 《南京气象学院学报》 CSCD 北大核心 2002年第1期69-77,共9页
采用二阶距湍流闭合方案,建立了一个复杂地形下的三维非静力边界层预报模式。通过该模式,细致地模拟了北京地区的风、温时空变化和湍流场变化。结合地面、探空和气象塔的实测资料,进一步研究了该方案在三维空间上对平均场和湍流场的预... 采用二阶距湍流闭合方案,建立了一个复杂地形下的三维非静力边界层预报模式。通过该模式,细致地模拟了北京地区的风、温时空变化和湍流场变化。结合地面、探空和气象塔的实测资料,进一步研究了该方案在三维空间上对平均场和湍流场的预报模拟效能。结果表明该模式能较好地进行平均量和湍流量的模拟和预报。 展开更多
关键词 二阶矩湍流闭合 边界层模式 地形 三维非静力边界预报模式 空气污染 风场 温度场 湍流场
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Numerical simulation of an extreme haze pollution event over the North China Plain based on initial and boundary condition ensembles 被引量:3
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作者 LI Xiaobin LIU Hongbo +1 位作者 ZHANG Ziyin LIU Juanjuan 《Atmospheric and Oceanic Science Letters》 CSCD 2019年第6期434-443,共10页
The North China Plain often su ers heavy haze pollution events in the cold season due to the rapid industrial development and urbanization in recent decades.In the winter of 2015,the megacity cluster of Beijing Tianji... The North China Plain often su ers heavy haze pollution events in the cold season due to the rapid industrial development and urbanization in recent decades.In the winter of 2015,the megacity cluster of Beijing Tianjin Hebei experienced a seven-day extreme haze pollution episode with peak PM2.5(particulate matter(PM)with an aerodynamic diameter≤2.5μm)concentration of 727μg m 3.Considering the in uence of meteorological conditions on pollu-tant evolution,the e ects of varying initial conditions and lateral boundary conditions(LBCs)of the WRF-Chem model on PM2.5 concentration variation were investigated through ensemble methods.A control run(CTRL)and three groups of ensemble experiments(INDE,BDDE,INBDDE)were carried out based on difierent initial conditions and LBCs derived from ERA5 reanalysis data and its 10 ensemble members.The CTRL run reproduced the meteorological conditions and the overall life cycle of the haze event reasonably well,but failed to capture the intense oscillation of the instantaneous PM2.5 concentration.However,the ensemble forecasting showed a considerable advantage to some extent.Compared with the CTRL run,the root-mean-square error(RMSE)of PM2.5 concentration decreased by 4.33%,6.91%,and 8.44%in INDE,BDDE and INBDDE,respectively,and the RMSE decreases of wind direction(5.19%,8.89%and 9.61%)were the dominant reason for the improvement of PM2.5 concentration in the three ensemble experiments.Based on this case,the ensemble scheme seems an e ective method to improve the prediction skill of wind direction and PM2.5 concentration by using the WRF-Chem model. 展开更多
关键词 Haze pollution PM 2.5 WRF Chem initial and lateral boundary conditions ensemble forecasting
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EXPERIMENTAL STUDY OF THE ROLE OF INITIAL AND BOUNDARY CONDITIONS IN MESOSCALE NUMERICAL WEATHER PREDICTION 被引量:1
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作者 闫敬华 Detlev Majewski 《Journal of Tropical Meteorology》 SCIE 2003年第2期134-142,共9页
Based on the real case of a frontal precipitation process affecting South China, 27 controlled numerical experiments was made for the effects of hydrostatic and non-hydrostatic effects, different driving models, combi... Based on the real case of a frontal precipitation process affecting South China, 27 controlled numerical experiments was made for the effects of hydrostatic and non-hydrostatic effects, different driving models, combinations of initial/boundary conditions, updates of lateral values and initial time levels of forecast, on model predictions. Features about the impact of initial/boundary conditions on mesoscale numerical weather prediction (NWP) model are analyzed and discussed in detail. Some theoretically and practically valuable conclusions are drawn. It is found that the overall tendency of mesoscale NWP models is governed by its driving model, with the initial conditions showing remarkable impacts on mesoscale models for the first I0 hours of the predictions while leaving lateral boundary conditions to take care the period beyond; the latter affect the inner area of mesoscale predictions mainly through the propagation and movement of weather signals (waves) of different time scales; initial values of external model parameters such as soil moisture content may affect predictions of more longer time validity, while fast signals may be filtered away and only information with time scale 4 times as large as or more than the updated period of boundary values may be introduced, through lateral boundary, to mesoseale models, etc. Some results may be taken as important guidance on mesoseale model and its data a.ssimilation developments of the future. 展开更多
关键词 numerical weather prediction mesoseale initial condition boundary condition
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Effective approaches to extending medium-term forecasting of persistent severe precipitation in regional models
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作者 WANG Dong-Hai ZHAO Yan-Feng 《Atmospheric and Oceanic Science Letters》 CSCD 2018年第2期150-156,共7页
A set of methods designed to improve (i.e.extend) the medium-term forecasting of persistent severe rainfall (PSR) events in China using the regional Weather Research and Forecasting model are summarized.Simulation... A set of methods designed to improve (i.e.extend) the medium-term forecasting of persistent severe rainfall (PSR) events in China using the regional Weather Research and Forecasting model are summarized.Simulations show that achieving a more efficient use of large-scale atmospheric variations of the global model and retaining small-scale features in the regional model are critical for better forecasting PSR events.For precipitation,the larger the magnitude and longer the lead time,the more significant the improvement-especially for the methods of spectral nudging and updated initial conditions.In terms of large-scale circulation,the anomaly correlation coefficient can be distinctly improved for 1-5-day lead times by adopting the spectral nudging technique,whereas lateral boundary filtering results in marked improvement for 7-11-day lead times. 展开更多
关键词 Persistent severeprecipitation dynamicextended medium-termforecasting spectralnudging lateral boundaryfiltering updated initialconditions
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Challenges and Opportunities in Urban Meteorology Research and Forecast
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作者 Wang Yingchun Li Ju +7 位作者 Chen Fei Lenschow Donald Sun Jielun Niyogi Dev Lau Kaihon Jiang Weimei Ding Guoan Wu Dui 《Science Foundation in China》 CAS 2005年第1期23-30,共8页
An international workshop on urban meteorology. observation and modeling, was jointly held by the Institute of Urban Meteorology ( China ) and the National Center for Atmospheric Research (US) in Beijing, October,... An international workshop on urban meteorology. observation and modeling, was jointly held by the Institute of Urban Meteorology ( China ) and the National Center for Atmospheric Research (US) in Beijing, October, 2004. The workshop was intended to share recent progress in urban meteorological research, discuss issues related to research and development priorities faced by diverse Chinese institutions, and explore collaboration opportunities between Chinese and US research institutions. This article summarizes the major issues discussed at the workshop, including observation on urban boundary layer, urban landuse modeling, socio-economic impacts of weather and climates, and air quality in urban environment. It includes recommendations for future urban meteorology observational and modeling research, and potential collaborative opportunities between China and US. 展开更多
关键词 urban meteorology urban boundary layer OBSERVATION LANDUSE urban modeling socio economic impacts air quality
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