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Analysis of Doppler Radar Data about a Super Monomer Hailstorms in the Northeastern Qinghai-Tibet Plateau
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作者 ZHANG Kai-jun 《Meteorological and Environmental Research》 CAS 2011年第8期33-37,共5页
[Objective] The Doppler radar data about a super monomer hailstorms in the northeastern Qinghai-Tibet Plateau in the Zhongchuan Airport in the Lanzhou City on September 6,2010 was studied.[Method] By dint of routine d... [Objective] The Doppler radar data about a super monomer hailstorms in the northeastern Qinghai-Tibet Plateau in the Zhongchuan Airport in the Lanzhou City on September 6,2010 was studied.[Method] By dint of routine data and radar data,the low vortex shear line type and the super monomer hailstorm around the Zhongchuan Airport in the Lanzhou City on September 6,2010 were expounded.Basic product and secondary product of Doppler radar were used in this process to reflect the characteristics of strong convection weather.Some characteristics of this process shall be explored.[Result] A small gush of cold air from the cold vortex of 500 hPa in the middle and high layer provided impacts.The warm shear line provided water vapor and energy in the 700 hPa.There was strong convective weather in the upper air.Such 10 minutes of hailstorm was rarely seen in the drought land in the northwest.The characteristics of the strong convection were distinct and typical.The front showed no echo form.However,it can not be reflected in 'strong wedge' in another form.In this process,characteristics of BWER and middle scale cyclone were distinct.And this was a typical hailstorm process caused by super monomer.[Conclusion] The study provided some helpful references for the forecast of strong convection weather in the Zhongchuan Airport in Lanzhou City. 展开更多
关键词 Super monomer HAILSTORM doppler radar data Northeastern of Qinghai-Tibet Plateau China
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Study on the Variational Assimilation Technique for the Retrieval of Wind Fields from Doppler Radar Data 被引量:3
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作者 万齐林 薛纪善 庄世宇 《Acta meteorologica Sinica》 SCIE 2006年第1期1-19,共19页
This paper introduces a variational assimilation technique for the retrieval of wind fields from Doppler radar data. The assimilated information included both the radial velocity (RV) and the movement of radar echo.... This paper introduces a variational assimilation technique for the retrieval of wind fields from Doppler radar data. The assimilated information included both the radial velocity (RV) and the movement of radar echo. In this assimilation technique, the key is transforming the movement of radar echo to a new radar measuring variable- "apparent velocity" (AV). Thus, the information of wind is added, and the indeterminacy of recovering two-dimensional wind only by AV was overcome effectively by combining RV with AV. By means of CMA GRAPES-3Dvar and CINRAD data, some experiments were performed. The results show that the method of retrieval of wind fields is useful in obtaining the construction of the weather system. 展开更多
关键词 variational assimilation technique wind fields doppler radar data
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Doppler Radar Data Assimilation with a Local SVD-En3DVar Method 被引量:3
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作者 徐道生 邵爱梅 邱崇践 《Acta meteorologica Sinica》 SCIE 2012年第6期717-734,共18页
An observation localization scheme is introduced into an ensemble-based three-dimensional variational (3DVar) assimilation method based on the singular value decomposition technique (SVD-En3DVar) to im- prove assi... An observation localization scheme is introduced into an ensemble-based three-dimensional variational (3DVar) assimilation method based on the singular value decomposition technique (SVD-En3DVar) to im- prove assimilation skill. A point-by-point analysis technique is adopted in which the weight of each obser- vation decreases with increasing distance between the analysis point and the observation point. A set of numerical experiments, in which simulated Doppler radar data are assimilated into the Weather Research and Forecasting (WRF) model, is designed to test the scheme. The results are compared with those ob- tained using the original global and local patch schemes in SVD-En3DVar, neither of which includes this type of observation localization. The observation localization scheme not only eliminates spurious analysis increments in areas of missing data, but also avoids the discontinuous analysis fields that arise from the local patch scheme. The new scheme provides better analysis fields and a more reasonable short-range rainfall forecast than the original schemes. Additional forecast experiments that assimilate real data from i0 radars indicate that the short-term precipitation forecast skill can be improved by assimilating radar data and the observation localization scheme provides a better forecast than the other two schemes. 展开更多
关键词 doppler radar ENSEMBLE data assimilation 3DVar (three-dimensional variational) method SVD (singular value decomposition) localization
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Evaluation of Two Momentum Control Variable Schemes and Their Impact on the Variational Assimilation of Radar Wind Data:Case Study of a Squall Line 被引量:10
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作者 Xin LI Mingjian ZENG +3 位作者 Yuan WANG Wenlan WANG Haiying WU Haixia MEI 《Advances in Atmospheric Sciences》 SCIE CAS CSCD 2016年第10期1143-1157,共15页
Different choices of control variables in variational assimilation can bring about different influences on the analyzed atmospheric state. Based on the WRF model's three-dimensional variational assimilation system, t... Different choices of control variables in variational assimilation can bring about different influences on the analyzed atmospheric state. Based on the WRF model's three-dimensional variational assimilation system, this study compares the be- havior of two momentum control variable options-streamfunction velocity potential (ψ-χ) and horizontal wind components (U-V)-in radar wind data assimilation for a squall line case that occurred in Jiangsu Province on 24 August 2014. The wind increment from the single observation test shows that the ψ-χ control variable scheme produces negative increments in the neighborhood around the observation point because streamfunction and velocity potential preserve integrals of velocity. On the contrary, the U-V control variable scheme objectively reflects the information of the observation itself. Furthermore, radial velocity data from 17 Doppler radars in eastern China are assimilated. As compared to the impact of conventional observation, the assimilation of radar radial velocity based on the U-V control variable scheme significantly improves the mesoscale dynamic field in the initial condition. The enhanced low-level jet stream, water vapor convergence and low-level wind shear result in better squall line forecasting. However, the ψ-χ control variable scheme generates a discontinuous wind field and unrealistic convergence/divergence in the analyzed field, which lead to a degraded precipitation forecast. 展开更多
关键词 three-dimensional variational assimilation momentum control variable doppler radar data squall line
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Application of a Three-dimensional Variational Method for Radar Reflectivity Data Correction in a Mudslide-inducing Rainstorm Simulation 被引量:1
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作者 Hongli LI Xiangde XU 《Advances in Atmospheric Sciences》 SCIE CAS CSCD 2017年第4期469-481,共13页
Various types of radars with different horizontal and vertical detection ranges are deployed in China, particularly over complex terrain where radar blind zones are common. In this study, a new variational method is d... Various types of radars with different horizontal and vertical detection ranges are deployed in China, particularly over complex terrain where radar blind zones are common. In this study, a new variational method is developed to correct threedimensional radar reflectivity data based on hourly ground precipitation observations. The aim of this method is to improve the quality of observations of various types of radar and effectively assimilate operational Doppler radar observations. A mudslide-inducing local rainstorm is simulated by the WRF model with assimilation of radar reflectivity and radial velocity data using LAPS(Local Analysis and Prediction System). Experiments with different radar data assimilated by LAPS are performed. It is found that when radar reflectivity data are corrected using this variational method and assimilated by LAPS,the atmospheric conditions and cloud physics processes are reasonably described. The temporal evolution of radar reflectivity corrected by the variational method corresponds well to observed rainfall. It can better describe the cloud water distribution over the rainfall area and improve the cloud water analysis results over the central rainfall region. The LAPS cloud analysis system can update cloud microphysical variables and represent the hydrometeors associated with strong convective activities over the rainfall area well. Model performance is improved and the simulation of the dynamical processes and moisture transport is more consistent with observation. 展开更多
关键词 cloud analysis doppler radar data rainstorm LAPS
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DOPPLER RADAR ECHO CHARACTERISTICS FOR COLD AIR INTRUDING INTO TYPHOON CHANCHU
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作者 魏应植 吴陈锋 +1 位作者 林长城 孙旭光 《Journal of Tropical Meteorology》 SCIE 2010年第1期82-85,共4页
With Doppler radar data from Shantou and Xiamen and the National Centers for Environmental Prediction and the National Center for Atmospheric Research (NCEP/NCAR) reanalysis data, the characteristics of a short-term... With Doppler radar data from Shantou and Xiamen and the National Centers for Environmental Prediction and the National Center for Atmospheric Research (NCEP/NCAR) reanalysis data, the characteristics of a short-term heavy rainstorm on 17 May 2006 caused by Typhoon Chanchu are studied. Doppler radar data indicates that during the period from 1800 to 1900 May 17, the azimuthal phases of the positive and negative radial wind maximums are asymmetric around the core radius of the typhoon, i.e., the radial wind on the left side of the track is anomalously larger than that on the right side. Studies show that this is induced by the intrusion of cold air (northeasterly wind), which is primarily located at the mid-lower layers, lower than 4 kin; this is due to the intruding cold air that forces the atmosphere to uplift, enhancing the release of instability energy, which triggers the heavy precipitation. During the late stage of the cold air activity, the typhoon is rapidly weakened. Consistent with the radar-observed intrusion of cold air, the NCEP/NCAR reanalysis of wind data also shows that there are obvious large scalar wind values at the mid-lower layers (approximately 1-3 km) to the left of the typhoon center (1800 May 17), and in all regions--except those affected by the intruding cold air--the wind speeds on the right side of the track remain larger than those on the left side. Furthermore, the Rankine model results confirm that northeasterly cold air is introduced to the typhoon at the mid-lower layers to the left of the track. Calculations also point out that there exists a frontal zone with high θse that tilts from southeast to northwest with height and the super heavy rainstorm occurring in the south of Fujian province lies just near the fxontal zone. 展开更多
关键词 Typhoon Chanchu cold air doppler radar data
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A Comparison of the Radar Ray Path Equations and Approximations for Use in Radar Data Assimilation 被引量:1
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作者 Jidong GAO Keith BREWSTER Ming XUE 《Advances in Atmospheric Sciences》 SCIE CAS CSCD 2006年第2期190-198,共9页
The radar ray path equations are used to determine the physical location of each radar measurement. These equations are necessary for mapping radar data to computational grids for diagnosis, display and numerical weat... The radar ray path equations are used to determine the physical location of each radar measurement. These equations are necessary for mapping radar data to computational grids for diagnosis, display and numerical weather prediction (NWP). They are also used to determine the forward operators for assimilation of radar data into forecast models. In this paper, a stepwise ray tracing method is developed. The influence of the atmospheric refractive index on the ray path equations at different locations related to an intense cold front is examined against the ray path derived from the new tracing method. It is shown that the radar ray path is not very sensitive to sharp vertical gradients of refractive index caused by the strong temperature inversion and large moisture gradient in this case. In the paper, the errors caused by using the simplified straight ray path equations are also examined. It is found that there will be significant errors in the physical location of radar measurements if the earth's curvature is not considered, especially at lower elevation angles. A reduced form of the equation for beam height calculation is derived using Taylor series expansion. It is computationally more efficient and also avoids the need to use double precision variables to mitigate the small difference between two large terms in the original form. The accuracy of this reduced form is found to be sufficient for modeling use. 展开更多
关键词 doppler radar ray path equations refractivity index data assimilation
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Research and Implementation of a Graphic System for Doppler Radar
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作者 YE XIAOLING JI WEI LI WEI BAI JIE (Nanjing University of information science and technology) (Institute of Aeronautical Meteorology,Air Force Academy of Equipment) 《微计算机信息》 北大核心 2007年第22期307-309,共3页
Doppler radar have become one of the most important instruments for weather now casting,and for meso-scale weather research because of its higher spatial and temporal resolutions. A dealing system for Doppler radar gr... Doppler radar have become one of the most important instruments for weather now casting,and for meso-scale weather research because of its higher spatial and temporal resolutions. A dealing system for Doppler radar graphic was researched and implemented so as to providing a convenient tool for users. We research and realized CINRAD/XD Doppler radar's graphic system. It contains three important parts:reading,standardization and pretreatment. It can be used very easily and conveniently. Besides,the system can be expanded and transplanted simply. 展开更多
关键词 多普勒天气雷达 图形系统 数据处理 演示
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基于改进Marching Cubes算法的雷达气象数据三维重建
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作者 魏敏 李足镇 李旭 《软件导刊》 2024年第9期181-186,共6页
在气象领域中,多普勒天气雷达探测到的气象数据采用以雷达站点为原点的三维极坐标系进行存储,具有形状不规则、数据量大等特征。Marching Cubes(MC)算法是三维重建中的经典算法,但应用于气象领域时存在重建效率低下和不能直接处理气象... 在气象领域中,多普勒天气雷达探测到的气象数据采用以雷达站点为原点的三维极坐标系进行存储,具有形状不规则、数据量大等特征。Marching Cubes(MC)算法是三维重建中的经典算法,但应用于气象领域时存在重建效率低下和不能直接处理气象数据的缺点。为了实现气象数据的三维重建,基于MC算法提出雷达数据归一化处理与状态标记判别算法NBV-MC。该算法根据雷达基数据文件的特点对其进行归一化预处理,使用雷达基数据构建拟梯形六面体体素,对每一个六面体体素进行状态标记,在遍历六面体体素时动态判别其是否需要处理。实验结果表明,NBV-MC算法不仅解决了由于气象数据具有不规则性而不能直接用于MC算法的问题,而且可以在保证数据真实性和重建效果的情况下有效减少绘制等值面所需要的三角面片数量,提高重建速度。与MC算法相比,NBV-MC算法的重建效率提升了77.70%以上,有利于实时场景交互,便于气象研究人员直接分析雷达数据。 展开更多
关键词 多普勒天气雷达数据 三维重建 MarchingCubes算法
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测风激光雷达与风廓线雷达的探测性能评估及数据融合 被引量:2
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作者 夏芸洁 韦涛 +4 位作者 李林 赖悦 孙雪琪 张治国 孙赫敏 《气象科技》 2024年第2期151-162,共12页
测风激光雷达和风廓线雷达作为L波段探空测风的有效补充,均可以提供高时空分辨率的大气风场信息,然而由于工作原理和适用条件存在明显差异,在探测性能上各有优缺点,单一设备的探测数据已不能满足精细化预报的要求。本研究使用2020年1—... 测风激光雷达和风廓线雷达作为L波段探空测风的有效补充,均可以提供高时空分辨率的大气风场信息,然而由于工作原理和适用条件存在明显差异,在探测性能上各有优缺点,单一设备的探测数据已不能满足精细化预报的要求。本研究使用2020年1—5月北京南郊观象台的L波段探空资料对同址观测的测风激光雷达和风廓线雷达进行了数据质量评估,结果表明测风激光雷达与探空的一致性较高,U、V分量的相关系数分别为0.97和0.98,均方根误差分别为1.1和0.95 m·s^(-1),然而在2 km以上数据获取率较低且偏差较大;风廓线雷达与探空相比,U、V分量的相关系数分别为0.94和0.93,均方根误差分别为2.94和2.91 m·s^(-1),风廓线雷达的探测距离虽然更远,但在0.5 km以下和6 km以上的测量偏差较大。考虑到两种测风雷达在不同探测高度上的性能优缺点,提出分段曲面拟合法对两者的水平风资料进行融合处理,并选取个例对融合效果进行验证,结果表明,融合后的风廓线与融合前相比,风向和风速的一致性均得到明显提升。 展开更多
关键词 测风激光雷达 风廓线雷达 探空 数据融合 风向 风速
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多普勒雷达高速数据传输的迭代合并均衡算法
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作者 陈曦 边立峰 +1 位作者 尤宏宇 叶勇 《微电子学与计算机》 2024年第6期49-56,共8页
为解决多普勒雷达高速数据在传输过程中存在的码间串扰、拥塞风险高等问题,本文设计了一种迭代合并均衡算法。通过模拟多普勒雷达数据的高速传输过程,确定传输信道具有衰落与时变特性,存在误码、拥塞等现象。然后,装设数据传输迭代合并... 为解决多普勒雷达高速数据在传输过程中存在的码间串扰、拥塞风险高等问题,本文设计了一种迭代合并均衡算法。通过模拟多普勒雷达数据的高速传输过程,确定传输信道具有衰落与时变特性,存在误码、拥塞等现象。然后,装设数据传输迭代合并均衡器,根据传输信道的迭代估计结果,确定均衡器的启动条件。在合并并重新分配传输信道资源后,通过滤波实现码间干扰的补偿,再通过多次迭代完成数据传输的均衡处理任务。测试结果表明:与传统均衡算法相比,在应用本文算法后,多普勒雷达高速数据传输的衰落量降低了0.7 GB,信道间接收功率均衡度提高了0.9,传输拥塞概率的数值由2.05%下降至0.10%。 展开更多
关键词 多普勒雷达 数据传输 迭代合并 资源分配 码间干扰 信道均衡
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基于距离多普勒算法的星载SAR实测数据成像研究
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作者 贾浩文 杨鹏举 《延安大学学报(自然科学版)》 2024年第1期96-101,共6页
针对合成孔径雷达(SAR)成像问题,基于点目标散射模型,在信号频谱分析的基础上推导了距离多普勒(RD)成像算法,通过点目标SAR成像仿真验证了该成像算法的有效性。在此基础上实现了RADARSAT-1实测数据的星载SAR成像,并与卫星遥感地图对应... 针对合成孔径雷达(SAR)成像问题,基于点目标散射模型,在信号频谱分析的基础上推导了距离多普勒(RD)成像算法,通过点目标SAR成像仿真验证了该成像算法的有效性。在此基础上实现了RADARSAT-1实测数据的星载SAR成像,并与卫星遥感地图对应区域进行了比对,结果表明二者的海岸轮廓线及醒目建筑物形状基本吻合,验证了RD成像算法在处理星载SAR实测数据中的有效性和高效性。 展开更多
关键词 合成孔径雷达 距离多普勒算法 距离徙动校正 实测数据
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面向毫米波雷达手势分类的RDI数据增强方法 被引量:1
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作者 王勇 王夏莛 +1 位作者 冯威威 史治国 《信号处理》 CSCD 北大核心 2023年第11期2003-2012,共10页
在基于毫米波雷达的手势分类任务中,应用深度学习技术可以显著提高准确率。然而,深度学习技术对数据量的依赖性很高,当训练样本数据稀缺时容易出现过拟合问题。由于不同的毫米波雷达参数差异较大、采集数据耗时费力,基于毫米波雷达的手... 在基于毫米波雷达的手势分类任务中,应用深度学习技术可以显著提高准确率。然而,深度学习技术对数据量的依赖性很高,当训练样本数据稀缺时容易出现过拟合问题。由于不同的毫米波雷达参数差异较大、采集数据耗时费力,基于毫米波雷达的手势数据量往往非常有限。为了解决数据量稀缺这一问题,本文提出了一种融入注意力模块的距离多普勒图自编码(Range-Doppler Image AutoEncoder with Attention Module,RDI-AEAM)数据增强方法,旨在增强毫米波雷达手势数据的RDI表征。该方法针对RDI缺乏语义信息、难以进行标注以及特征不明显的特点,构建了一个融入注意力模块的自编码网络。首先,利用自编码器进行特征提取和数据压缩,学习输入数据的分布并提取有用特征。其次,利用注意力模块专注学习通道和空间维度的特征,解决特征不明显问题,使模型能够更加集中关注重要特征。训练过程中,预定义了原始数据标签,使用最小均方误差损失函数衡量生成数据的质量,达到设定阈值时将生成数据与预定义标签相关联,而无须额外后期标注。实验先选择100%训练集进行增强,相比仅使用原始训练集进行训练的结果,数据增强后的准确率在自建数据集上提高了0.83%,在公开数据集deepSoli和VR-HGR上分别提高了0.39%和3.23%,表明RDI-AEAM方法提高了手势分类性能。本文进一步探究了采用更少原始数据的增强效果,使用25%的训练集进行增强,在三组数据集上分别取得1.92%、2.62%和1.56%的提升。 展开更多
关键词 距离多普勒图 毫米波雷达 数据增强 自编码器
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扩展水凝物控制变量的雷达资料同化对台风“天鸽”数值模拟的影响
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作者 沈菲菲 闵锦忠 +4 位作者 吴乃庚 李泓 束艾青 王易 欧紫娴 《热带气象学报》 CSCD 北大核心 2023年第1期23-36,共14页
利用WRF(Weather Research and Forecast)模式及WRFDA(WRF model data assimilation system)系统,针对2017年台风“天鸽”个例通过同化雷达径向速度(Vr)和反射率因子(RF),研究水凝物控制变量的雷达资料同化对台风分析预报的影响。研究表... 利用WRF(Weather Research and Forecast)模式及WRFDA(WRF model data assimilation system)系统,针对2017年台风“天鸽”个例通过同化雷达径向速度(Vr)和反射率因子(RF),研究水凝物控制变量的雷达资料同化对台风分析预报的影响。研究表明:雷达径向速度的直接同化有效地改进了模式初始场中台风涡旋区的中小尺度信息,分析场中产生了气旋性的风场增量,对模式背景场中的台风有显著增强作用。通过在传统控制变量中扩展针对水凝物的控制变量可有效地同化雷达反射率因子资料,对初始场的水物质进行调整,并对随后确定性预报的台风路径和强度都有一定的正效果。此外,相比没有水凝物控制变量的雷达同化试验,加入了水凝物控制变量的雷达资料同化试验降水预报效果更好。这为将我国近海的地基多普勒天气雷达用于台风初始化分析和预报提供了一定的技术支撑和保障。 展开更多
关键词 水凝物控制变量 多普勒天气雷达 WRF模式 资料同化 台风“天鸽” 数值预报
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2种多普勒雷达风资料同化效果的比较
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作者 胡向军 万齐林 +5 位作者 杨晓军 黄燕燕 陈子通 张志达 徐丽丽 《农业灾害研究》 2023年第6期116-118,共3页
基于Grapes模式及其三维变分同化系统(Grapes-3DVar),采用同化背景切向风联合雷达径向风和“视风速”联合雷达径向风的2种不同方法,对2006年登陆台风“碧利斯”进行数值试验,研究同化效果的差异。结果表明:2种同化方法都能改善模式初始... 基于Grapes模式及其三维变分同化系统(Grapes-3DVar),采用同化背景切向风联合雷达径向风和“视风速”联合雷达径向风的2种不同方法,对2006年登陆台风“碧利斯”进行数值试验,研究同化效果的差异。结果表明:2种同化方法都能改善模式初始场,使模式模拟的24 h降水更合理。“视风速”联合雷达径向风同化比背景切向风联合雷达径向风同化所获得的同化风场风速增量更大,而且“视风速”联合雷达径向风同化所获得的降水强度也更大。 展开更多
关键词 雷达资料同化 背景切向风 径向风 视风速
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“低慢小”目标的雷达与光电复合探测跟踪方法 被引量:3
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作者 向志强 刘波 江少锋 《计算机测量与控制》 2023年第5期34-40,47,共8页
针对单一探测方式难以对“低慢小”目标进行全天候探测与跟踪,采用雷达与光电的主被动复合探测技术,结合两者的优势,提高定位精度,实现脉冲多普勒雷达扫描探测引导光电系统精跟踪;首先利用四元数法建立雷达坐标系与光电坐标系的空间配... 针对单一探测方式难以对“低慢小”目标进行全天候探测与跟踪,采用雷达与光电的主被动复合探测技术,结合两者的优势,提高定位精度,实现脉冲多普勒雷达扫描探测引导光电系统精跟踪;首先利用四元数法建立雷达坐标系与光电坐标系的空间配准模型,雷达与光电系统空间配准后,光电接收到目标位置信息视场自动转向目标;当雷达与光电探测到同一目标,通过最小二乘法将雷达与光电探测目标数据进行加权时间配准,最后将配准后的数据采用扩展卡尔曼滤波交互多模型算法(EKF-IMM)进行滤波预测,改善复合探测系统能持续跟踪能力,同时对目标在不同运动状态下具有强适应性;仿真与实验分析表明通过复合探测的方法实现对目标进行探测跟踪,利用EKF-IMM算法降低了噪声干扰,提高了目标跟踪能力及精度,其精度较传统模型提高了7%左右。 展开更多
关键词 低慢小 脉冲多普勒雷达 光电 数据配准 扩展卡尔曼
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新一代多普勒天气雷达基数据解析软件设计与实现 被引量:3
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作者 李恒昶 陈庆亮 +2 位作者 张玉洁 孙伟佳 李季 《气象水文海洋仪器》 2023年第3期102-105,共4页
为充分利用新一代多普勒天气雷达基数据,结合新一代多普勒天气雷达基数据标准格式,文章研究了使用Python语言读取和解析基数据的方法,将解析后的数据根据不同的产品、不同的扫描仰角分别存储在多个Excel文件中。将解析后的数据在Python... 为充分利用新一代多普勒天气雷达基数据,结合新一代多普勒天气雷达基数据标准格式,文章研究了使用Python语言读取和解析基数据的方法,将解析后的数据根据不同的产品、不同的扫描仰角分别存储在多个Excel文件中。将解析后的数据在Python中重绘生成,与业务用pup软件生成的产品图像对比,验证了基数据解析的准确性。该软件的业务应用可为基于雷达基数据资料的分析与研究提供数据基础。 展开更多
关键词 新一代多普勒天气雷达 基数据 PYTHON 解析
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利用双偏振参量估计降水粒子下落末速度及三维风场反演的应用 被引量:1
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作者 杨华 李瑞义 +2 位作者 刘黎平 郑佳锋 王浩宇 《气象》 CSCD 北大核心 2023年第7期855-867,共13页
降水系统三维风场反演的关键问题之一是准确地估算降水粒子下落末速度(W_(t)),为了探究双偏振雷达估计W_(t)的能力,利用广东省龙门地区的雨滴谱数据,建立了W_(t)与S和X波段双偏振雷达观测量的关系,并且将其应用于广州和韶关两部雷达的... 降水系统三维风场反演的关键问题之一是准确地估算降水粒子下落末速度(W_(t)),为了探究双偏振雷达估计W_(t)的能力,利用广东省龙门地区的雨滴谱数据,建立了W_(t)与S和X波段双偏振雷达观测量的关系,并且将其应用于广州和韶关两部雷达的风场反演。对华南地区2019年4月发生的一次飑线过程进行风场反演试验,分析讨论了此次飑线过程的风场结构配置,并探索了利用不同方法估算的W_(t)在反演出的风场结构上的差异。结果表明:S和X波段雷达通过回波强度(Z H)和差分反射率(Z DR)估算W_(t),其函数形式为幂函数和一次函数,通过Z DR估算的W_(t)均方根误差相较利用Z H估算的W_(t)均方根误差更小、相关系数更大,因此通过Z DR估算的W_(t)的效果更好。此次飑线过程主要从西北向东南方向发展,风场主要是西风和西南风,在飑线前部弓状回波区域内存在明显的辐合区,垂直结构是低层辐合、高层辐散。对比利用不同方法估算W_(t)得到的三维风场,其水平风场变化主要集中在±1 m·s^(-1)的范围,水平经向风速的变化(Δu)主要是正值,水平纬向风速的变化(Δv)主要是负值,垂直方向上风速的变化(Δw)集中在±0.15 m·s^(-1)内,主要是正值,低层Δu、Δv、Δw较高层小。研究结果为降水系统三维风场反演及垂直速度反演提供了参考依据。 展开更多
关键词 雨滴谱数据 双多普勒雷达风场反演 降水粒子下落末速度估计 垂直速度
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基于原型与主动学习的天波雷达干扰检测方法
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作者 唐洪涛 罗忠涛 +1 位作者 李史灿 曹健 《雷达科学与技术》 北大核心 2023年第6期605-612,共8页
本文研究天波雷达基于距离⁃多普勒(Range⁃Doppler,RD)图像的干扰检测问题。在干扰检测过程中,错误检测可能是干扰的漏检与虚警问题,为此考虑采用主动学习方法,将算法模型难以判决的样本由专家标注,并将标注样本加入至训练集中以达到提... 本文研究天波雷达基于距离⁃多普勒(Range⁃Doppler,RD)图像的干扰检测问题。在干扰检测过程中,错误检测可能是干扰的漏检与虚警问题,为此考虑采用主动学习方法,将算法模型难以判决的样本由专家标注,并将标注样本加入至训练集中以达到提升检测性能的目的。同时,也需要解决训练集样本的冗余问题,为此使用原型数据学习方法,建立有干扰和无干扰样本数据云,有效地降低训练集样本量。实测数据实验表明,原型方法将初始训练集样本数量降低至23.5%,主动学习方法取得的检测准确率为97.42%,而传统监督学习最近邻方法准确率为87.96%。因此,本文方法能够有效提升天波雷达干扰检测能力,为天波雷达是否需要进行干扰处理与换频检测等工作提供可靠依据。 展开更多
关键词 天波雷达 干扰检测 原型数据 主动学习 RD图像
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基于Python-PIL的多普勒气象图回波率应用研究
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作者 郑以君 《电子质量》 2023年第2期19-23,共5页
针对多普勒气象雷达图回波覆盖率的计算问题,通过分析多普勒气象雷达图的特性及该位图图像数据通道原理,提出了一种基于Python-PIL的多普勒气象雷达回波面积比例应用算法。Python-PIL算法通过检索多普勒气象雷达图各个像素RGB值与已知... 针对多普勒气象雷达图回波覆盖率的计算问题,通过分析多普勒气象雷达图的特性及该位图图像数据通道原理,提出了一种基于Python-PIL的多普勒气象雷达回波面积比例应用算法。Python-PIL算法通过检索多普勒气象雷达图各个像素RGB值与已知的多普勒气象回波图像素RGB值相比较,并通过计算符合标准的像素数量与总像素数量的比值,可得出相应的多普勒气象回波覆盖率情况。实验结果表明,该算法可以根据需求对不同分次的回波颜色进行快速准确的计算并显示多普勒气象图回波覆盖比率情况,具有一定的推广运用价值。 展开更多
关键词 Python-PIL 图像数据通道 RGB值 多普勒雷达 回波图 覆盖率
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