Downward atmospheric longwave irradiance under clear and cloudy skies: Measurement and parameterization     

《Journal of Atmospheric and Solar》2003,65(10):1107-1116

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基于机器学习的中国冬季气温影响因子分析及模型估算   总被引：1，自引：0，他引：1  

武玮辰  魏凤英  王亚强  朱恩达 《气象学报》2023,81(1):163-174

使用1951—2021年160个中国国家级气象观测站冬季平均气温及多项大气环流及海温等指数,用机器学习方法研究影响中国冬季气温异常的大气环流及海温等外强迫因子,并建立估算拟合模型,评价筛选出的影响因子组合对中国冬季气温异常分布的贡献。使用最小绝对收缩和选择算子（LASSO）算法提取与冬季气温异常相关的影响因子。为体现特征因子之间非线性关系,使用泰勒公式对筛选后的特征进行多项式增广。使用最小二乘梯度提升决策树（LS-GBDT）算法对筛选出的特征因子与冬季气温异常之间的非线性关系进行估算拟合。结果表明,机器学习方法能够对影响冬季气温异常的特征因子进行合理筛选与重要性分析,建立的估算模型在一定程度上体现了气候系统特征因子与冬季气温距平的非线性联系。本研究为了解中国冬季气温异常分布的影响因素及其模拟与估算提供了新方法和途径。  相似文献   

Study on the Formation Mechanism and Microphysical Characteristics of WarmSector Convective System with Multiple-Rain-Bands Organizational Mode     

张弘豪  郭泽勇  黎慧琦  胡志群  陈星登  林青  夏丰 《热带气象学报(英文版)》2023,29(2):252-263

Based on ERA5 reanalysis data and multi-source observations, including polarimetric radar and automatic weather stations, this study analyzes the formation mechanism and microphysical characteristics of a warm-sector heavy rainfall event caused by a convective system with multiple-rain-bands organizational mode over the western coast of south China. In the early stage, under the influence of coastal convergence and topography, convection was triggered in the coastal mountainous areas and moved n...  相似文献   

Impacts of Increasing Model Resolutions and Shortening Forecast Lead Times on QPFs in South China During the Rainy Season     

张旭斌  李静珊  罗亚丽  宝兴华  陈靖扬  肖辉  文秋实 《热带气象学报(英文版)》2023,29(3):277-300

This study investigated the impacts of increasing model resolutions and shortening forecast lead times on the quantitative precipitation forecast(QPF) for heavy-rainfall events over south China during the rainy seasons in 2013–2020.The control experiment, where the analysis-forecast cycles run with model resolutions of about 3 km, was compared to a lower-resolution experiment with model resolutions of about 9 km, and a longer-term experiment activated 12 hours earlier. Rainfall forecasting in th...  相似文献   

STRUCTURE FEATURES AND COMPOSITE ANALYSIS OF CONVECTIVE CELLS IN A WARM SECTOR HEAVY RAINFALL EVENT OVER SOUTHERN CHINA     

钱磊  丁治英  赵向军  夏蘩 《热带气象学报(英文版)》2017,23(3):245-258

This paper uses the ARW-WRF model to carry out a numerical simulation of a warm-sector heavy rainfall event over southern China on the 22–23 May, 2014. A composite analysis method was used to analyze the evolution process and structural features of the convective cells on a convection line during this rainfall event. This analysis identified three stages: (1) Stage of activation: the equivalent potential temperature surfaces as lower layers start to bulge and form warm cells and weak vertical convective cloud towers which are subject to the impact of low-level warm moist updrafts in the rainfall sector; (2) Stage of development: the warm cells continue to bulge and form warm air columns and the convective cloud towers develop upwards becoming stronger as they rise; (3) Stage of maturity: the warm air columns start to connect with the stable layer in the upper air; the convective cloud tower will bend and tilt westward with each increasing in height, and the convection cell is characterized by a “crescent-shaped echo” above the 700hPa plane. During this stage the internal temperature of the cell is higher than the ambient temperature and the dynamic structural field is manifested as intensive vertical upward movement. The large-value centers of the northerly and westerly winds in the middle layer correspond to the warm moist center in the cells and the relatively cold center south of the warm air column. Further analysis shows that the formation of the “crescent-shaped” convective cell is associated with horizontal vorticity. Horizontal vorticity in the center and west of the warm cell experiences stronger cyclonic and anticyclonic shear transformation over time; this not only causes the original suborbicular cell echo shape to develop into a crescent-like shape, but also makes a convection line consisting of cells that develop to the northwest.  相似文献   

Ka波段固态发射机体制云雷达和激光云高仪探测青藏高原夏季云底能力和效果对比分析     

吴翀  刘黎平  翟晓春 《大气科学》2017,41(4):659-672

激光云高仪和云雷达是探测云底的两种设备,但其探测能力和探测结果有一定的差异,对比分析两种设备的测云效果有助于正确认识它们的探测优势,推进我国云雷达在云探测中的应用。本文提出了基于云雷达数据的云底和云顶高度分析方法,利用2014年夏季第三次青藏高原大气科学试验云雷达、激光雷达和激光云高仪数据,统计了三种设备探测青藏高原低云、中云和高云的云底高度偏差、探测率,分析了激光云高仪探测云底偏高的原因,根据探测结果提出了固态发射机体制雷达探测青藏高原低云的优化观测模式,模拟分析了探测效果。结果表明:（1）云雷达对高云的探测能力要明显优于激光云高仪,但其对低云的探测能力有待改进,激光云高仪探测云底下部的边界层内的云雷达回波信号可能是非云降水回波;低层云的遮挡作用明显降低了激光云高仪对多层云的观测能力;与激光云高仪相比,云雷达仍然会漏掉一些高云和中云。（2）激光云高仪探测的中云和高云的云底很多在云雷达回波内部,云雷达和激光云高仪观测的云底的时空对应关系比较差。（3）增大激光发射功率和优化固态发射机体制云雷达观测模式可提高云的观测能力,微波和激光雷达数据融合可全面了解不同类型云的宏观特征。这一工作为云雷达和激光雷达数据的应用,评估激光云高仪和云雷达探测青藏高原云的能力,讨论设计优化的云观测方案,为推进我国云观测技术的发展提供了重要参考依据。  相似文献   

2015年10月4日佛山龙卷过程的观测分析   总被引：4，自引：0，他引：4  

李兆慧  王东海  麦雪湖  吴凯露  刘英  王红艳  朱建军  炎利军  李彩玲  陈慧娴  龙妍妍 《气象学报》2017,75(2):288-313

受1522号台风彩虹外围螺旋云带影响,2015年10月4日15时28分—16时（北京时）广东佛山出现了EF3级强龙卷并造成严重灾害。为了综合分析龙卷发生的多尺度环境背景场和龙卷的结构及强度变化等特点,进行了灾情调研,航拍龙卷灾情路径,走访龙卷目击者,确认龙卷路径及灾情级别,再结合多渠道获取的龙卷视频照片等资料以及观测资料进行分析研究,结果表明:（1）产生此次龙卷的超级单体存在于台风彩虹外围螺旋云带内;龙卷向西北偏北方向移动,触地时长为32 min,受灾路径长度为31.7 km,最大受灾直径为577 m,平均速度约为60 km/h,具有“移动速度快,影响范围广,破坏力强”的特点,其移动速度快慢似与超级单体强度和地面的粗糙度有关。（2）佛山地区中高层受偏南气流控制,水汽充足,地面有弱冷空气;珠三角喇叭口地形有利于气流的辐合与局地涡旋的产生;抬升凝结高度低,风垂直切变大,有利于龙卷的生成。（3）地面自动气象站气象要素表现出受龙卷环流影响的特征。3 s极大风速的大值带和3 s最低气压的低值带以及1 h累计降水大值中心呈现出与龙卷走向一致的东南—西北向带状分布;龙卷到来时其周围自动气象站气温和气压明显降低,风速明显增大,风向明显改变;降水在龙卷靠近前5—10分钟就开始明显增大,其大值中心位于龙卷路径的西侧。龙卷离开后气压比龙卷来临前有所升高,但气温较前降低。（4）龙卷出现在钩状回波前进方向的右后侧;降水大值区与雷达组合反射率大值区基本一致。地面风场的辐合中心与龙卷触地的位置基本一致,并且钩状回波的入流区与地面偏东风区相对应。龙卷风暴单体发展高度在4 km左右,具有低重心对流的特点。其前部存在回波悬垂,一条很窄的向西北倾斜的回波大值带可能与龙卷漏斗云墙有关。对应径向速度剖面图上为一条向西北倾斜的正、负速度交界区,构成一个逆时针旋转的涡旋带,切向剖面图上存在较强的辐合。（5）龙卷发展过程中伴随着龙卷风暴顶和风暴底的逐渐下降以及单体质心的下降,中气旋与龙卷涡旋特征的顶和底也随之逐渐下降。龙卷风涡旋特征的顶高和底高都略低于中气旋,并在龙卷触地时降至最低。龙卷涡旋的切变值远大于中气旋的切变值,且在龙卷强度最强时最大。   相似文献   

A new prediction model for grain yield in Northeast China based on spring North Atlantic Oscillation and late-winter Bering Sea ice cover          下载免费PDF全文

Mengzi Zhou  Huijun Wang  Zhiguo Huo 《Acta Meteorologica Sinica》2017,31(2):409-419

Accurate estimations of grain output in the agriculturally important region of Northeast China are of great strategic significance for guaranteeing food security. New prediction models for maize and rice yields are built in this paper based on the spring North Atlantic Oscillation index and the Bering Sea ice cover index. The year-to-year increment is first forecasted and then the original yield value is obtained by adding the historical yield of the previous year. The multivariate linear prediction model of maize shows good predictive ability, with a low normalized root-mean-square error (NRMSE) of 13.9%, and the simulated yield accounts for 81% of the total variance of the observation. To improve the performance of the multivariate linear model, a combined forecasting model of rice is built by considering the weight of the predictors. The NRMSE of the model is 12.9% and the predicted rice yield explains 71% of the total variance. The corresponding cross-validation test and independent samples test further demonstrate the efficiency of the models. It is inferred that the statistical models established here by applying year-to-year increment approach could make rational prediction for the maize and rice yield in Northeast China before harvest. The present study may shed new light on yield prediction in advance by use of antecedent large-scale climate signals adequately.  相似文献   

Comparison of two drought indices in studying regional meteorological drought events in China          下载免费PDF全文

Yongmei Wang  Fumin Ren  Yilei Zhao  Yunjie Li 《Acta Meteorologica Sinica》2017,31(1):187-195

The composite-drought index (CI), improved weighted average of precipitation index (IWAP), and the objective identification technique for regional extreme events (OITREE) were employed to detect China's regional meteorological drought events (CRMDEs) during 1961–2010. Compared with existing references, CI and IWAP both showed strong ability in identifying CRMDEs. Generally, the results of CI and IWAP were consistent, especially for extreme and severe CRMDEs. During 1961–2010, although the frequencies of extreme and severe CRMDEs based on CI and IWAP both showed weak decreasing trends, the two mean-integrated indices both showed increasing but not significant trends. However, the results of IWAP were more reasonable than CI’s in two aspects. Firstly, the monthly frequency of extreme and severe CRMDEs based on IWAP showed a clear seasonal variation, which coincided with the seasonal variation of the East Asian monsoon over central–eastern China, whereas the frequency based on CI presented a much weaker seasonal variation. Secondly, the two sets of results were sometimes inconsistent with respect to the start and end times of a CRMDE, and CRMDEs based on CI generally showed two unreasonable phenomena: (1) under non-drought conditions, a severe drought stage could suddenly occur in a large area; and (2) during the following period, drought could alleviate gradually in cases of non-precipitation. Comparative analysis suggested that the IWAP drought index possesses obvious advantages in detecting and monitoring regional drought events.  相似文献   

Impact of soil moisture and winter wheat height from the Loess Plateau in Northwest China on surface spectral albedo     

Zhenchao?Li  Jiaxi?Yang  Xiaoqing?Gao  Zhiyuan?Zheng  Ye?Yu  Xuhong?Hou  Zhigang?WeiEmail author 《Theoretical and Applied Climatology》2018,131(3-4):857-864

The understanding of surface spectral radiation and reflected radiation characteristics of different surfaces in different climate zones aids in the interpretation of regional surface energy transfers and the development of land surface models. This study analysed surface spectral radiation variations and corresponding surface albedo characteristics at different wavelengths as well as the relationship between 5-cm soil moisture and surface albedo on typical sunny days during the winter wheat growth period. The analysis was conducted using observational Loess Plateau winter wheat data from 2015. The results show that the ratio of atmospheric downward radiation to global radiation on typical sunny days is highest for near-infrared wavelengths, followed by visible wavelengths and ultraviolet wavelengths, with values of 57.3, 38.7 and 4.0%, respectively. The ratio of reflected spectral radiation to global radiation varies based on land surface type. The visible radiation reflected by vegetated surfaces is far less than that reflected by bare ground, with surface albedos of 0.045 and 0.27, respectively. Thus, vegetated surfaces absorb more visible radiation than bare ground. The atmospheric downward spectral radiation to global radiation diurnal variation ratios vary for near-infrared wavelengths versus visible and ultraviolet wavelengths on typical sunny days. The near-infrared wavelengths ratio is higher in the morning and evening and lower at noon. The visible and ultraviolet wavelengths ratios are lower in the morning and evening and higher at noon. Visible and ultraviolet wavelength surface albedo is affected by 5-cm soil moisture, demonstrating a significant negative correlation. Excluding near-infrared wavelengths, correlations between surface albedo and 5-cm soil moisture pass the 99% confidence test at each wavelength. The correlation with 5-cm soil moisture is more significant at shorter wavelengths. However, this study obtained surface spectral radiation characteristics that were affected by land surface vegetation coverage as well as by soil physical properties.  相似文献