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极区电离层对流速度的浅层神经网络建模与分析
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作者 王平 李洁 +4 位作者 韩冰 胡泽骏 高新波 刘建军 胡红桥 《地球物理学报》 SCIE EI CAS CSCD 北大核心 2022年第4期1197-1213,共17页
电离层对流是太阳风与地球磁场相互作用下驱动的磁层大尺度对流循环与对流电场在极区电离层的映射,与行星际磁场-地球磁场耦合系统息息相关.本文基于SuperDARN(Super Dual Aurora Radar Network)分布在北半球的23部高频相干散射雷达获... 电离层对流是太阳风与地球磁场相互作用下驱动的磁层大尺度对流循环与对流电场在极区电离层的映射,与行星际磁场-地球磁场耦合系统息息相关.本文基于SuperDARN(Super Dual Aurora Radar Network)分布在北半球的23部高频相干散射雷达获取到的二维电离层对流速度对其进行建模研究.模型输入为行星际磁场三分量、太阳风速度、太阳风密度和地磁指数六个空间物理参数,模型输出为二维对流速度.模型选择两种广泛应用于空间物理建模的浅层神经网络即广义回归神经网络(General Regression Neural Network,GRNN)和误差反向传播(Back Propagation,BP)神经网络.实验结果显示,GRNN模型和BP模型的速度幅值均方根误差分别为174.96 m·s^(-1)和234.21 m·s^(-1),速度方向角均方根误差分别达到62.30°和88.07°,相比于对流速度最大值2000 m·s^(-1)和360°的方向角范围来说,其误差是可以接受的.外推性实验结果显示,在第24个太阳周期时,GRNN模型和BP模型的速度幅值均方根误差分别为305.35 m·s^(-1)和738.15 m·s^(-1),速度方向角均方根误差分别为82.01°和90.56°.实验结果表明,GRNN在时间外推性上的效果优于BP神经网络,更适用于预测对流速度.我们发现在四种典型空间环境条件下,利用GRNN模型预测的瞬时对流速度来构建的全域对流模式与现有统计模型构建的对流模式相似,从而验证预测的对流速度可以用于分析瞬时极区电离层对流. 展开更多
关键词 神经网络 离层对流速度 预测建模 全域电离层对流模式 高频相干散射雷达
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坚硬顶板冒落的离层遥测预报系统研究 被引量:17
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作者 谭云亮 何孔翔 +1 位作者 马植胜 闫相宏 《岩石力学与工程学报》 EI CAS CSCD 北大核心 2006年第8期1705-1709,共5页
煤矿坚硬顶板冒落时对回采工作面造成的冲击较大,将严重影响开采安全。针对用顶板挠曲变形量值来预报顶板冒落时,预报阀值随着顶板岩性不同而有较大的差异的不足,提出用顶板离层速度高峰段的出现作为预报下位顶板冒落的方法,并研制开发... 煤矿坚硬顶板冒落时对回采工作面造成的冲击较大,将严重影响开采安全。针对用顶板挠曲变形量值来预报顶板冒落时,预报阀值随着顶板岩性不同而有较大的差异的不足,提出用顶板离层速度高峰段的出现作为预报下位顶板冒落的方法,并研制开发顶板离层遥测系统,经在木城涧煤矿坚硬顶板预报实践表明,该预报系统可以实现对顶板冒落的遥测预报,该成果对地下工程顶板冒落的监测预报具有一定的推广应用价值。 展开更多
关键词 采矿工程 坚硬顶板 离层速度 遥测系统:冒落预报
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Determining wind field and electric field by a barium release experiment in the ionosphere
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作者 XIE LiangHai LI Lei +1 位作者 WANG JingDong TAO Ran 《Science China Earth Sciences》 SCIE EI CAS CSCD 2015年第7期1210-1215,共6页
Barium release experiment is an effective way to study the near-earth environment, in which artificial plasma cloud is created via ionization of neutral gases released from a rocket or a satellite. The first barium re... Barium release experiment is an effective way to study the near-earth environment, in which artificial plasma cloud is created via ionization of neutral gases released from a rocket or a satellite. The first barium release experiment in China was success- fully carried out by a sounding rocket at a height of about 190 km on April 5, 2013. The observed barium cloud images show that the neutral cloud follows a damping motion, whose velocity decreases exponentially and finally tends towards the wind velocity of the background. But for the ion cloud, the motion is controlled mainly by the Lorentz force and a ExB drift happens This work is devoted to calculating the wind and electric field of the background by analyzing the observed images from dif- ferent stations. It turns out that the wind has a magnitude of 51.28 m/s, which is mainly in the northeast direction but also has an appreciable vertical component; the ion cloud has a drift velocity of 71.38 m/s, with a large vertical velocity component be- sides the horizontal components, then the electric field is obtained from the drift velocity as 2.49 mV/m. It is interesting that the wind field shows a better agreement with GITM model than the other empirical or theoretical models, and the GITM model can also give a good prediction for the ion velocity observed by us, which is consistent with the ISR observation at Jicamarca as well. 展开更多
关键词 active experiment barium release ionospheric electric field wind field
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The first time observations of low-latitude ionospheric irregularities by VHF radar in Hainan 被引量:16
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作者 NING BaiQi HU LianHuan +2 位作者 LI GuoZhu LIU LiBo WAN WeiXing 《Science China(Technological Sciences)》 SCIE EI CAS 2012年第5期1189-1197,共9页
Sanya VHF radar (18.4°N, 109.6°E, dip latitude 12.8°N) at Hainan Island is the first coherent backscatter radar for sounding low-latitude ionospheric irregularities in the mainland of China. In this p... Sanya VHF radar (18.4°N, 109.6°E, dip latitude 12.8°N) at Hainan Island is the first coherent backscatter radar for sounding low-latitude ionospheric irregularities in the mainland of China. In this paper, we present the first results of low-latitude iono- spheric E and F region irregularities using the radar data during the period from February 2009 to March 2010. The Doppler velocity of radar echoes from E region field aligned irregularities (FAIs) was about several tens of meters per second, while the Doppler spectral width was appreciably larger than the velocity, and could reach one hundred meters per second, indicating that the observed E region FAls belonged to type 2 irregularities. The observations of range time intensity (RTI) maps of FAIs showed that E region irregularities most often occurred at night within the altitude range 85-115 kin, and were rarely observed at afternoon hours. The percentage occurrence of E region FAIs maximized during spring months (Feb.-May) with a peak value over 80%. The heights at which the strongest echo related FAIs occurred were mainly around 100 kin, lower than h'Es and the difference is mostly 10-20 km. December solstice seemed to be the minimum period of occurrence when the FA! ech- oes were commonly detected at a narrow altitude range 90-100 km. Moreover, simultaneous radar and GPS observations dur- ing spread F events in the pre-midnight hours of solar minimum revealed that significant GPS L band scintillations coincided with the appearance of F region plasma plume structures, which extended up to 450 km in altitude. 展开更多
关键词 low-latitude ionosphere ionospheric irregularities VHF radar
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Unsteady Inflow Effects on the Wake Shed from a High-Lift LPT Blade Subjected to Boundary Layer Laminar Separation 被引量:1
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作者 Francesca Satta Marina Ubaldi Pietro Zunino 《Journal of Thermal Science》 SCIE EI CAS CSCD 2012年第2期97-108,共12页
An experimental investigation on the near and far wake of a cascade of high-lift low-pressure turbine blades subjected to boundary layer separation over the suction side surface has been carried out, under steady and ... An experimental investigation on the near and far wake of a cascade of high-lift low-pressure turbine blades subjected to boundary layer separation over the suction side surface has been carried out, under steady and unsteady inflows. Two Reynolds number conditions, representative of take-off/landing and cruise operating conditions of the real engine, have been tested. The effect of upstream wake-boundary layer interaction on the wake shed from the profile has been investigated in a three-blade large-scale linear turbine cascade. The comparison between the wakes shed under steady and unsteady inflows has been performed through the analysis of mean velocity and Reynolds stress components measured at midspan of the central blade by means of a two-component crossed miniature hot-wire probe. The wake development has been analyzed in the region between 2% and 100% of the blade chord from the central blade trailing edge, aligned with the blade exit direction. Wake integral parameters, half-width and maximum velocity defects have been evaluated from the mean velocity distributions to quantify the modifications induced on the vane wake by the upstream wake. Moreover the thicknesses of the two wake shear layers have been considered separately in order to identify the effects of Reynolds number and incoming flow on the wake shape. The self-preserving state of the wake has been looked at, taking into account the different thicknesses of the two shear layers. The evaluation of the power density spectra of the velocity fluctuations allowed the study of the wake unsteady behavior, and the detection of the effects induced by the different operating conditions on the trailing edge vortex shedding. 展开更多
关键词 Wake-wake unsteady interaction high-lift blade profiles low-pressure turbine blade wake.
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