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Climatology of Cloud-base Height from Long-term Radiosonde Measurements in China 被引量:6
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作者 Yong ZHANG Lejian ZHANG +10 位作者 Jianping GUO Jinming FENG Lijuan CAO Yang WANG Qing ZHOU Liangxu LI Bai LI Hui XU Lin LIU Ning AN Huan LIU 《Advances in Atmospheric Sciences》 SCIE CAS CSCD 2018年第2期158-168,共11页
Clouds are critical to the global radiation budget and hydrological cycle, but knowledge is still poor concerning the observed climatology of cloud-base height (CBH) in China. Based on fine-resolution sounding obser... Clouds are critical to the global radiation budget and hydrological cycle, but knowledge is still poor concerning the observed climatology of cloud-base height (CBH) in China. Based on fine-resolution sounding observations from the China Radiosonde Network (CRN), the method used to estimate CBH was modified, and uncertainty analyses indicated that the CBH is good enough. The accuracy of CBH estimation is verified by the comparison between the sounding-derived CBHs and those estimated from the micro-pulse lidar and millimeter-wave cloud radar. As such, the CBH climatology was compiled for the period 2006-16. Overall, the CBH exhibits large geographic variability across China, at both 0800 Local Standard Time (LST) and 2000 LST, irrespective of season. In addition, the summertime cloud base tends to be elevated to higher altitudes in dry regions [i.e., Inner Mongolia and the North China Plain (NCP)]. By comparison, the Tibetan Plateau (TP), Pearl River Delta (PRD) and Sichuan Basin (SCB) have relatively low CBHs (〈 2.4 km above ground level). In terms of seasonality, the CBH reaches its maximum in summer and minimum in winter. A low cloud base tends to occur frequently (〉 70%) over the TP, PRD and SCB. In contrast, at most sites over the Yangtze River Delta (YRD) and the NCP, about half the cloud belongs to the high-cloud category. The CBH does not exhibit marked diurnal variation in summer, throughout all CRN sites, probably due to the persistent cloud coverage caused by the East Asia Summer Monsson. To the best of our knowledge, this is the first CBH climatology produced from sounding measurements in China, and provides a useful reference for obtaining observational cloud base information. 展开更多
关键词 cloud base height RADIOSONDE relative humidity China CLIMATOLOGY
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The Significant Role of Radiosonde-measured Cloud-base Height in the Estimation of Cloud Radiative Forcing 被引量:3
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作者 Hui XU Jianping GUO +8 位作者 Jian LI Lin LIU Tianmeng CHEN Xiaoran GUO Yanmin LYU Ding WANG Yi HAN Qi CHEN Yong ZHANG 《Advances in Atmospheric Sciences》 SCIE CAS CSCD 2021年第9期1552-1565,共14页
The satellite-based quantification of cloud radiative forcing remains poorly understood,due largely to the limitation or uncertainties in characterizing cloud-base height(CBH).Here,we use the CBH data from radiosonde ... The satellite-based quantification of cloud radiative forcing remains poorly understood,due largely to the limitation or uncertainties in characterizing cloud-base height(CBH).Here,we use the CBH data from radiosonde measurements over China in combination with the collocated cloud-top height(CTH) and cloud properties from MODIS/Aqua to quantify the impact of CBH on shortwave cloud radiative forcing(SWCRF).The climatological mean SWCRF at the surface(SWCRFSUR),at the top of the atmosphere(SWCRFTOA),and in the atmosphere(SWCRFATM) are estimated to be-97.14,-84.35,and 12.79 W m^(-2),respectively for the summers spanning 2010 to 2018 over China.To illustrate the role of the cloud base,we assume four scenarios according to vertical profile patterns of cloud optical depth(COD).Using the CTH and cloud properties from MODIS alone results in large uncertainties for the estimation of SWCRFATM,compared with those under scenarios that consider the CBH.Furthermore,the biases of the CERES estimation of SWCRFATM tend to increase in the presence of thick clouds with low CBH.Additionally,the discrepancy of SWCRFATM relative to that calculated without consideration of CBH varies according to the vertical profile of COD.When a uniform COD vertical profile is assumed,the largest SWCRF discrepancies occur during the early morning or late afternoon.By comparison,the two-point COD vertical distribution assumption has the largest uncertainties occurring at noon when the solar irradiation peaks.These findings justify the urgent need to consider the cloud vertical structures when calculating the SWCRF which is otherwise neglected. 展开更多
关键词 cloud base height RADIOSONDE radiative forcing China CLIMATOLOGY
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Improving Satellite-Retrieved Cloud Base Height with Ground-Based Cloud Radar Measurements 被引量:1
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作者 Zhonghui TAN Ju WANG +3 位作者 Jianping GUO Chao LIU Miao ZHANG Shuo MA 《Advances in Atmospheric Sciences》 SCIE CAS CSCD 2024年第11期2131-2140,共10页
Cloud base height(CBH) is a crucial parameter for cloud radiative effect estimates, climate change simulations, and aviation guidance. However, due to the limited information on cloud vertical structures included in p... Cloud base height(CBH) is a crucial parameter for cloud radiative effect estimates, climate change simulations, and aviation guidance. However, due to the limited information on cloud vertical structures included in passive satellite radiometer observations, few operational satellite CBH products are currently available. This study presents a new method for retrieving CBH from satellite radiometers. The method first uses the combined measurements of satellite radiometers and ground-based cloud radars to develop a lookup table(LUT) of effective cloud water content(ECWC), representing the vertically varying cloud water content. This LUT allows for the conversion of cloud water path to cloud geometric thickness(CGT), enabling the estimation of CBH as the difference between cloud top height and CGT. Detailed comparative analysis of CBH estimates from the state-of-the-art ECWC LUT are conducted against four ground-based millimeter-wave cloud radar(MMCR) measurements, and results show that the mean bias(correlation coefficient) is0.18±1.79 km(0.73), which is lower(higher) than 0.23±2.11 km(0.67) as derived from the combined measurements of satellite radiometers and satellite radar-lidar(i.e., Cloud Sat and CALIPSO). Furthermore, the percentages of the CBH biases within 250 m increase by 5% to 10%, which varies by location. This indicates that the CBH estimates from our algorithm are more consistent with ground-based MMCR measurements. Therefore, this algorithm shows great potential for further improvement of the CBH retrievals as ground-based MMCR are being increasingly included in global surface meteorological observing networks, and the improved CBH retrievals will contribute to better cloud radiative effect estimates. 展开更多
关键词 cloud base height passive radiometer ground-based cloud radar remote sensing
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Cloud Base Height and Effective Cloud Emissivity Retrieval with Ground-Based Infrared Interferometer
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作者 PAN Lin-Jun LU Da-Ren 《Atmospheric and Oceanic Science Letters》 2012年第5期439-444,共6页
Based on ground-based Atmospheric Emitted Radiance Interferometer (AERI) observations in Shouxian, Anhui province, China, the authors retrieve the cloud base height (CBH) and effective cloud emissivity by using the mi... Based on ground-based Atmospheric Emitted Radiance Interferometer (AERI) observations in Shouxian, Anhui province, China, the authors retrieve the cloud base height (CBH) and effective cloud emissivity by using the minimum root-mean-square difference method. This method was originally developed for satellite remote sensing. The high-temporal-resolution retrieval results can depict the trivial variations of the zenith clouds continu-ously. The retrieval results are evaluated by comparing them with observations by the cloud radar. The comparison shows that the retrieval bias is smaller for the middle and low cloud, especially for the opaque cloud. When two layers of clouds exist, the retrieval results reflect the weighting radiative contribution of the multi-layer cloud. The retrieval accuracy is affected by uncertainties of the AERI radiances and sounding profiles, in which the role of uncertainty in the temperature profile is dominant. 展开更多
关键词 AERI cloud baseheight effective cloudemissivity W-band ARM cloud radar
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Verification and Correction of Cloud Base and Top Height Retrievals from Ka–band Cloud Radar in Boseong,Korea 被引量:1
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作者 Su-Bin OH Yeon-Hee KIM +2 位作者 Ki-Hoon KIM Chun-Ho CHO Eunha LIM 《Advances in Atmospheric Sciences》 SCIE CAS CSCD 2016年第1期73-84,共12页
In this study,cloud base height(CBH) and cloud top height(CTH) observed by the Ka-band(33.44 GHz) cloud radar at the Boseong National Center for Intensive Observation of Severe Weather during fall 2013(Septembe... In this study,cloud base height(CBH) and cloud top height(CTH) observed by the Ka-band(33.44 GHz) cloud radar at the Boseong National Center for Intensive Observation of Severe Weather during fall 2013(September-November) were verified and corrected.For comparative verification,CBH and CTH were obtained using a ceilometer(CL51) and the Communication,Ocean and Meteorological Satellite(COMS).During rainfall,the CBH and CTH observed by the cloud radar were lower than observed by the ceilometer and COMS because of signal attenuation due to raindrops,and this difference increased with rainfall intensity.During dry periods,however,the CBH and CTH observed by the cloud radar,ceilometer,and COMS were similar.Thin and low-density clouds were observed more effectively by the cloud radar compared with the ceilometer and COMS.In cases of rainfall or missing cloud radar data,the ceilometer and COMS data were proven effective in correcting or compensating the cloud radar data.These corrected cloud data were used to classify cloud types,which revealed that low clouds occurred most frequently. 展开更多
关键词 cloud radar CEILOMETER satellite retrieval cloud base height cloud top height cloud type
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A new method for retrieving equivalent cloud base height and equivalent emissivity by using the ground-based Atmospheric Emitted Radiance Interferometer (AERI) 被引量:1
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作者 PAN LinJun Lü DaRen 《Science China Earth Sciences》 SCIE EI CAS 2013年第1期43-53,共11页
In the paper, we propose a new method of identifying the clear sky based on the Atmospheric Emitted Radiance Interferometer (AERI). Using the Atmospheric Radiation Measurement (ARM) Mobile Facility (AFM) dataset... In the paper, we propose a new method of identifying the clear sky based on the Atmospheric Emitted Radiance Interferometer (AERI). Using the Atmospheric Radiation Measurement (ARM) Mobile Facility (AFM) dataset in Shouxian in 2008, we sim- ulate the downwelling radiances on the surface in the 8-12 μm window region using Line-By-Line Radiative Transfer Model (LBLRTM), and compare the results with the AERI radiances, The differences larger (smaller) than 3 mW (cm2 sr cm-1)-1 suggest a cloudy (clear) sky. Meanwhile, we develop the new algorithms for retrieving the zenith equivalent cloud base height (CBHe) and the equivalent emissivity (ee), respectively. The retrieval methods are described as follows. (1) An infinitely thin and isothermal blackbody cloud is simulated by the LBLRTM. The cloud base height (H) is adjusted iteratively to satisfy the situation that the contribution of the blackbody to the downwelling radiance is equal to that of realistic cloud. The final H is considered as CBHe. The retrieval results indicate that the differences between the CBHe and observational cloud base height (CBH) are much smaller for thick low cloud, and increase with the increasing CBH. (2) An infinitely thin and isothermal gray body cloud is simulated by the LBLRTM, with the CBH specified as the observed value. The cloud base emissivity (co) is ad- justed iteratively until the contribution of the gray body to the downwelling radiance is the same as that of realistic cloud. The corresponding εc is εe. The average εe for the low, middle, and high cloud is 0.967, 0.781, and 0.616 for the 50 cases, respec- tively. It decreases with the increasing CBH. The retrieval results will be useful for studying the role of cloud in the radiation budget in the window region and cloud parameterizations in the climate model. 展开更多
关键词 AERI LBLRTM equivalent cloud base height equivalent emissivity
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Optical-Elevation Data Co-Registration and Classification-Based Height Normalization for Building Detection in Stereo VHR Images 被引量:1
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作者 Alaeldin Suliman Yun Zhang 《Advances in Remote Sensing》 2017年第2期103-119,共17页
Building detection in very high resolution (VHR) images is crucial for mapping and analysing urban environments. Since buildings are elevated objects, elevation data need to be integrated with images for reliable dete... Building detection in very high resolution (VHR) images is crucial for mapping and analysing urban environments. Since buildings are elevated objects, elevation data need to be integrated with images for reliable detection. This process requires two critical steps: optical-elevation data co-registration and aboveground elevation calculation. These two steps are still challenging to some extent. Therefore, this paper introduces optical-elevation data co-registration and normalization techniques for generating a dataset that facilitates elevation-based building detection. For achieving accurate co-registration, a dense set of stereo-based elevations is generated and co-registered to their relevant image based on their corresponding image locations. To normalize these co-registered elevations, the bare-earth elevations are detected based on classification information of some terrain-level features after achieving the image co-registration. The developed method was executed and validated. After implementation, 80% overall-quality of detection result was achieved with 94% correct detection. Together, the developed techniques successfully facilitate the incorporation of stereo-based elevations for detecting buildings in VHR remote sensing images. 展开更多
关键词 Building Detection Very High Resolution Images Optical-Elevation Data CO-REGISTRATION Classification-based height Normalization
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Nonlinear mixed-effects height to crown base and crown length dynamic models using the branch mortality technique for a Korean larch( Larix olgensis ) plantations in northeast China 被引量:8
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作者 Weiwei Jia Dongsheng Chen 《Journal of Forestry Research》 SCIE CAS CSCD 2019年第6期2095-2109,共15页
Korean larch(Larix olgensis)is one of the main tree species for aff orestation and timber production in northeast China.However,its timber quality and growth ability are largely infl uenced by crown size,structure and... Korean larch(Larix olgensis)is one of the main tree species for aff orestation and timber production in northeast China.However,its timber quality and growth ability are largely infl uenced by crown size,structure and shape.The majority of crown models are static models based on tree size and stand characteristics from temporary sample plots,but crown dynamic models has seldom been constructed.Therefore,this study aimed to develop height to crown base(HCB)and crown length(CL)dynamic models using the branch mortality technique for a Korean larch plantation.The nonlinear mixed-eff ects model with random eff ects,variance functions and correlation structures,was used to build HCB and CL dynamic models.The data were obtained from 95 sample trees of 19 plots in Meng JiaGang forest farm in Northeast China.The results showed that HCB progressively increases as tree age,tree height growth(HT growth)and diameter at breast height growth(DBH growth).The CL was increased with tree age in 20 years ago,and subsequently stabilized.HT growth,DBH growth stand basal area(BAS)and crown competition factor(CCF)signifi cantly infl uenced HCB and CL.The HCB was positively correlated with BAS,HT growth and DBH growth,but negatively correlated with CCF.The CL was positively correlated with BAS and CCF,but negatively correlated with DBH growth.Model fi tting and validation confi rmed that the mixed-eff ects model considering the stand and tree level random eff ects was accurate and reliable for predicting the HCB and CL dynamics.However,the models involving adding variance functions and time series correlation structure could not completely remove heterogeneity and autocorrelation,and the fi tting precision of the models was reduced.Therefore,from the point of view of application,we should take care to avoid setting up over-complex models.The HCB and CL dynamic models in our study may also be incorporated into stand growth and yield model systems in China. 展开更多
关键词 Larix olgensis plantation height to CROWN base CROWN LENGTH Branch MORTALITY technique NONLINEAR mixed-eff ects models
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On the potential to predetermine dominant tree species based on sparse-density airborne laser scanning data for improving subsequent predictions of species-specific timber volumes 被引量:1
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作者 Janne Raty Jari Vauhkonen +1 位作者 Matti Maltamo Timo Tokola 《Forest Ecosystems》 SCIE CSCD 2016年第2期95-111,共17页
Background: Tree species recognition is the main bottleneck in remote sensing based inventories aiming to produce an input for species-specific growth and yield models. We hypothesized that a stratification of the ta... Background: Tree species recognition is the main bottleneck in remote sensing based inventories aiming to produce an input for species-specific growth and yield models. We hypothesized that a stratification of the target data according to the dominant species could improve the subsequent predictions of species-specific attributes in particular in study areas strongly dominated by certain species. Methods: We tested this hypothesis and an operational potential to improve the predictions of timber volumes, stratified to Scots pine, Norway spruce and deciduous trees, in a conifer forest dominated by the pine species. We derived predictor features from airborne laser scanning (ALS) data and used Most Similar Neighbor (MSN) and Seemingly Unrelated Regression (SUR) as examples of non-parametric and parametric prediction methods, respectively Results: The relationships between the ALS features and the volumes of the aforementioned species were considerably different depending on the dominant species. Incorporating the observed dominant species inthe predictions improved the root mean squared errors by 13.3-16.4 % and 12.6-28.9 % based on MSN and SUR, respectively, depending on the species. Predicting the dominant species based on a linear discriminant analysis had an overall accuracy of only 76 % at best, which degraded the accuracies of the predicted volumes. Consequently, the predictions that did not consider the dominant species were more accurate than those refined with the predicted species. The MSN method gave slightly better results than models fitted with SUR. Conclusions: According to our results, incorporating information on the dominant species has a clear potential to improve the subsequent predictions of species-specific forest attributes. Determining the dominant species based solely on ALS data is deemed challenging, but important in particular in areas where the species composition is otherwise seemingly homogeneous except being dominated by certain species. 展开更多
关键词 Forest inventory Light Detection and Ranging (LiDAR) Area-based approach Nearest neighbor estimation Crown base height Intensity Volume model
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Effect of cerium on wettability of mechanically milled Cu-based brazing alloy powder 被引量:6
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作者 Qiaoping Wu Zhou Luo +2 位作者 Yu Wang Heng Zhao Weijia Zheng 《Journal of Rare Earths》 SCIE EI CAS CSCD 2018年第11期1226-1233,共8页
CuSn powders and Till2 powders were milled using high energy mechanical milling to prepare Cu-based alloy powders for brazing diamond. And Ce was added to the milled Cu-based alloy powders to improve the wettability. ... CuSn powders and Till2 powders were milled using high energy mechanical milling to prepare Cu-based alloy powders for brazing diamond. And Ce was added to the milled Cu-based alloy powders to improve the wettability. It is found that the wetting angle reaches the minimum value 13.2° and the maximum spreading area 178 mm2 is achieved when the amount of Ce is 0.75 wt%. And Ce remarkably reduces the surface tension of liquid alloy, which improves the climbing height along the diamond and forms a massive support profile. And the results show that Ce can effectively improve the transverse rupture strength (TRS) due to high wettability. The wear characteristics of the diamonds brazed with Cu-based alloy containing 0.75 wt% Ce mainly consist of integrity, micro-fracture, fracture and rubdown, diamonds pull-out can not easily happen. 展开更多
关键词 Cu-based alloy powder Ce WETTABILITY Spreading area Climbing height Wear characteristics
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Primary Analysis of Sounding Data from a Multi-channel Parallel Ground-based Microwave Radiometer
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作者 Ren Yong Lin Lizheng Wu Changdao 《Meteorological and Environmental Research》 CAS 2018年第4期30-32,共3页
The sounding data of a multi-channel parallel ground-based microwave radiometer (MWR) in Fuzhou station in July and August in 2016 were compared with the sounding data of a radiosonde in the same position in the sam... The sounding data of a multi-channel parallel ground-based microwave radiometer (MWR) in Fuzhou station in July and August in 2016 were compared with the sounding data of a radiosonde in the same position in the same period. The results showed that the correlations between the two types of temperature or humidity detected by the microwave radiometer and the radiosonde were significant at 0.05 level, indicating that the overall changing trends of temperature or humidity detected by the two devices were similar. The temperature detected by the microwave radiometer and the radiosonde decreased with the increase of height. The difference between the changes in the height of the zero layer detected by the micro- wave radiometer and the radiosonde was not significant, and their trends were basically the same. 展开更多
关键词 Ground-based microwave radiometers Temperature profiles Humidity profiles height of the zero layer CORRELATION
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基于多变量机器学习的CYGNSS有效波高反演模型
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作者 张云 肖盛 +3 位作者 姜丽菲 孟婉婷 杨树瑚 韩彦岭 《北京航空航天大学学报》 北大核心 2025年第5期1503-1513,共11页
旋风全球导航卫星系统(CYGNSS)提供了高质量的全球导航卫星系统反射信号(GNSS-R)技术数据,能可靠地用于有效波高(SWH)的反演。由于CYGNSS的高动态性,导致接收信号很容易受到环境因素的影响,海况的复杂性使简单模型难以准确反演SWH。为... 旋风全球导航卫星系统(CYGNSS)提供了高质量的全球导航卫星系统反射信号(GNSS-R)技术数据,能可靠地用于有效波高(SWH)的反演。由于CYGNSS的高动态性,导致接收信号很容易受到环境因素的影响,海况的复杂性使简单模型难以准确反演SWH。为解决上述问题,提出一种基于机器学习的多变量SWH反演模型,根据海浪的形成机理及对CYGNSS参数与SWH之间的相关性结果分析选取出相关参数,并设计5参数、9参数和17参数3种训练方案。随后利用随机森林(RF)和卷积神经网络(CNN)对反演模型进行训练和验证,并将SWH反演结果与欧洲中期天气预报中心(ECMWF)的参考值进行比较。最佳的反演模型是17参数CNN反演模型,均方根误差(RMSE)为0.1840 m,相关系数R^(2)=0.9485。与17参数CNN反演模型相比,9参数CNN反演模型减少了24%的训练时间,并且精度损失很小。但9参数反演模型相较17参数反演模型在泛化评估方面表现不佳。因此,为提高模型的泛化能力,将风速作为参数添加到17参数反演模型中,得到了17+1参数泛化模型。其中,最佳的泛化模型是17+1参数RF泛化模型,RMSE为0.4971 m,R^(2)=0.5846。有效地证明了所提模型在SWH反演中具有良好的潜力。 展开更多
关键词 有效波高 旋风全球导航卫星系统 星载GNSS-R 机器学习 卷积神经网络
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基于激光云高仪观测的伊犁河谷云宏观特征
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作者 李紫萌 杨莲梅 阿不都外力·阿不力克木 《干旱区研究》 北大核心 2025年第8期1404-1414,共11页
利用2022—2023年新疆伊犁河谷地区新源站和伊宁站两个站点的激光云高仪观测资料,结合地形及气候条件统计并分析两个区域云出现频率(Cloud Frequency,CF)、云层数和云底高度出现频率(Cloud Base Height Occurrence Frequency,CBHOF)等... 利用2022—2023年新疆伊犁河谷地区新源站和伊宁站两个站点的激光云高仪观测资料,结合地形及气候条件统计并分析两个区域云出现频率(Cloud Frequency,CF)、云层数和云底高度出现频率(Cloud Base Height Occurrence Frequency,CBHOF)等云宏观参数;并且利用雨滴谱数据对降水云进行分类及特征分析。结果表明:(1)两个站点云宏观参数存在许多共性特征。新源站和伊宁站CF日变化均表现为白天云少、晚上云多的单峰型,夏季受太阳辐射昼夜差异较大的影响,日变幅比其他季节大。两个站点CF年平均值约为35%,高云全年偏少。夏季中云多、低云少,蒸散发强烈,可能是形成干旱多发季的原因。11月─次年3月中云略低于低云。(2)两个站点的云宏观特征差异主要受水汽输送和地形强迫影响。两个站点主要以单层云为主,受水汽和地形垂直抬升影响,新源站比伊宁站更容易产生双层云和多层云。CBHOF存在显著季节差异,春秋季云分布特征倾向不显著,夏季以中云为主,冬季两地低云集中且峰值高度差异显著。(3)伊犁河谷地区东侧降水多于西侧,地区层状云降水显著多于对流云降水。受地形抬升作用,新源站对流云垂直发展更为旺盛,其对流强度明显高于伊宁站。两地层状云特征受地形影响较小,差异不显著。 展开更多
关键词 激光云高仪 日变化 云底高度 地形 对流云 伊犁河谷
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利用毫米波测云仪探测数据分析宜昌冬季云垂直结构特征
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作者 赖晨 万霞 +2 位作者 周旭 曾体贤 饶传新 《暴雨灾害》 2025年第4期491-503,共13页
毫米波测云仪(以下简称测云仪)是地基垂直观测系统的重要组成部分,用于云垂直结构的观测,可获取云的宏微观物理量。对宜昌(地基垂直观测系统全国第二个示范站)新建成的毫米波测云仪进行探测能力检验,有助于后续多站点的系统建设和资料... 毫米波测云仪(以下简称测云仪)是地基垂直观测系统的重要组成部分,用于云垂直结构的观测,可获取云的宏微观物理量。对宜昌(地基垂直观测系统全国第二个示范站)新建成的毫米波测云仪进行探测能力检验,有助于后续多站点的系统建设和资料应用。利用2022年11月—2023年1月三峡国家气候观象台测云仪观测资料,结合风云四号(FY-4A)卫星和同址观测的气溶胶激光观测仪(以下简称激光观测仪)、DSG5型降水现象仪对该地区云的云顶高度、云底高度和雷达反射率因子进行分析,检验测云仪探测能力并揭示宜昌地区冬季云的垂直分布规律,结果表明:(1)非降水条件下,测云仪与激光观测仪探测高云和中云的云底高度一致性较高,相关系数分别为0.8和0.74,测云仪探测的云顶高度与FY-4A云顶高度产品的相关系数为0.54;弱降水条件下,测云仪的雷达反射率因子与降水现象仪的反演结果的相关系数为0.66。(2)宜昌地区冬季云出现率在垂直方向上均呈双峰分布,主峰位于3 km以下,云出现率在午后开始增大,非降水云出现率的最大值出现在晚上(21:00—22:00),降水云出现率最大值出现在傍晚(18:00—20:00)。(3)云底高度和云顶高度在垂直方向上均呈双峰分布,主峰位于对流层.中下层,夜晚到午夜降水云云底的抬高预示了降水的减弱。(4)冬季非降水云的雷达反射率因子的大值区主要出现在午后,最大值可达20 dBz;降水云的雷达反射率因子的大值区主要集中在中午和傍晚,最大值超过30 dBz,雷达反射率因子大值区对应地面降水量大值区。 展开更多
关键词 毫米波测云仪 云出现率 云底高度 云顶高度 雷达反射率因子
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湖北襄阳人影地基特种观测设备与卫星的云结构探测能力对比分析
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作者 汪天怡 陈旭 +3 位作者 陈英英 李德俊 赵羽佳 黄海 《气候与环境研究》 北大核心 2025年第6期723-730,共8页
利用2024年5月10日丹江口水库汇水区空地联合试验期间的观测资料,对比分析了湖北襄阳地基特种观测设备中的Ka波段云雷达、激光云高仪与FY-4B卫星对于云底高度与云顶高度等参量的探测性能。结果表明,云底高度观测方面,激光云高仪在单层... 利用2024年5月10日丹江口水库汇水区空地联合试验期间的观测资料,对比分析了湖北襄阳地基特种观测设备中的Ka波段云雷达、激光云高仪与FY-4B卫星对于云底高度与云顶高度等参量的探测性能。结果表明,云底高度观测方面,激光云高仪在单层云及中低云观测中精度更高,而Ka波段云雷达对多层云及高云穿透能力更强,但易受降水干扰导致云底高度的低估。云顶高度观测方面,卫星在非降水时段因热红外辐射特性误判可能高估云顶高度,降水时段则因液态水与冰晶信号干扰导致低估;强降水发生时会导致云雷达信号严重衰减,造成显著低估。在复杂天气形势下,单一观测手段存在局限,需融合多源观测优势互补以更加精准地获取云宏观特征。 展开更多
关键词 KA 波段云雷达 激光云高仪 FY-4B 卫星 云底高度 云顶高度
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基于神经网络的星载GNSS-R海面高度反演误差补偿模型
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作者 马德皓 于先文 +1 位作者 王昊 郭树森 《遥感学报》 北大核心 2025年第7期2369-2381,共13页
在现阶段星载GNSS反射信号GNSS-R(Global Navigation Satellite System-Reflectometry)海面高度反演的误差研究中,使用经典误差模型对反演结果修正后仍存在较大误差。针对该问题,提出一种基于神经网络与注意力机制结合训练的误差补偿模... 在现阶段星载GNSS反射信号GNSS-R(Global Navigation Satellite System-Reflectometry)海面高度反演的误差研究中,使用经典误差模型对反演结果修正后仍存在较大误差。针对该问题,提出一种基于神经网络与注意力机制结合训练的误差补偿模型,通过误差补偿模型对海面高度反演结果进行修正,并使用DTU验证模型来评估修正精度。利用风云三号E星的星载GNSS反射信号中的多普勒延迟图DDM(Delay-Doppler Mapping)数据进行试验,并与随机森林算法和CNN算法比较模型精度。结果表明:全球定位系统GPS(Global Positioning System)反射信号的数据使用误差补偿模型修正后的平均绝对误差MAE(Mean Absolute Error)为1.74 m,北斗卫星定位系统BDS(Beidou Navigation Satellite System)反射信号的数据使用误差补偿模型修正后的MAE为0.97 m,相较经典误差模型修正精度提升了约80%;同时,本文模型相较于使用随机森林算法和CNN算法训练的模型精度稍有提升。验证结果证明,提出的误差补偿模型有效的修正了星载GNSS-R海面高度反演误差。 展开更多
关键词 GNSS-R 神经网络 星载 FY-3E 海面高度反演 误差 DDM 北斗
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基于树种分类的阔叶混交林单木枝下高预测模型
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作者 李晨 董利虎 苗铮 《森林工程》 北大核心 2025年第5期883-895,共13页
帽儿山阔叶混交林以其复杂的林分结构、丰富的物种多样性以及树种间错综复杂的相互作用对枝下高的生长产生影响。精确构建枝下高模型对于指导林分经营管理、提升生长预测准确性有重要参考价值。选择28块在帽儿山地区有阔叶混交林代表性... 帽儿山阔叶混交林以其复杂的林分结构、丰富的物种多样性以及树种间错综复杂的相互作用对枝下高的生长产生影响。精确构建枝下高模型对于指导林分经营管理、提升生长预测准确性有重要参考价值。选择28块在帽儿山地区有阔叶混交林代表性的样地,并将样地内广泛分布的18个树种按照树种胸径变异系数、树种平均胸径、树种平均高径比、树种占比、软阔硬阔树种分类以及树种耐荫性等指标进行分组,通过该方法解决树种复杂性以及单一树种样本量不足而导致的模型构建的难题。采用维科夫(Wykoff)模型作为基础模型。考虑林分、竞争以及物种多样性等因子表达林分混交度、竞争等情况,建立广义枝下高模型。考虑样地、树种组间枝下高的差异,构建枝下高混合效应模型。采用“留一法”进行检验预测,分析抽样对结果的影响。结果表明帽儿山常见的树种可以分为4个树种组,除胸径、树高外,优势木平均高、种内竞争大于对象木断面积之和以及Shannon指数对枝下高有显著影响。样地和树种组混合效应的基础和广义枝下高模型具有较高的拟合精度,R2为0.638和0.627,RMSE分别为1.880和1.909。每个样地、每个树种组随机抽取1株样本校正混合模型时,广义枝下高混合模型相较于固定效应模型,其MAE和MAPE分别降低了7.51%和13.51%,表现出更好的预测效果。分析帽儿山地区树木种类多样以及树木各生态功能对枝下高生长的影响,为预测帽儿山阔叶混交林不同树种的枝下高提供参考。 展开更多
关键词 阔叶混交林 枝下高 树种分组 混合效应模型 模型校正
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基于“用地性质+”的建筑高度控制方法探讨
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作者 王武倩 《城市建筑》 2025年第1期120-123,172,共5页
文章对泰州市中心城区建成区的建筑“基准高度”进行调查,从用地性质出发,得到居住、商办、公建和产业四类用地的建筑高度分布规律,并通过量化研究,发现建筑高度背后的主导因素为用地具体的功能性质、开发强度与中心要素,然后提出“用... 文章对泰州市中心城区建成区的建筑“基准高度”进行调查,从用地性质出发,得到居住、商办、公建和产业四类用地的建筑高度分布规律,并通过量化研究,发现建筑高度背后的主导因素为用地具体的功能性质、开发强度与中心要素,然后提出“用地性质+”开发强度、中心要素转译为“基准高度”的方法,并提出可结合城市设计的美学修正,局部调整形成实际的“控制高度”。 展开更多
关键词 用地性质 建筑高度控制 基准高度 转译
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基于低空航摄的铁路工程选线设计成图方案研究
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作者 吕晓煜 范震 蒙蛟 《铁路工程技术与经济》 2025年第4期39-42,共4页
为解决铁路工程选线设计出图需要,本文以平原区为例,研究一套工业固定翼无人机航测大比例尺带状线划图的技术方案。设备选用垂直起降翼固定翼工业无人机平台,平台搭载1亿像素数码相机,采用自动航线规划、自由架设基站对平原地形地区的... 为解决铁路工程选线设计出图需要,本文以平原区为例,研究一套工业固定翼无人机航测大比例尺带状线划图的技术方案。设备选用垂直起降翼固定翼工业无人机平台,平台搭载1亿像素数码相机,采用自动航线规划、自由架设基站对平原地形地区的两个试验区进行影像获取。针对不用试验区,研究相同影像分辨率下,不同重叠度、不同像控布设的技术方案对比,数据经预处理、影像畸变改正、双模块空三加密、精度评定后研究适合铁路带状地形图航测的设计方案,应用结果表明方案可行有效,符合铁路带状工程选线设计快速成图的应用需求。 展开更多
关键词 固定翼无人机 技术方案 像控点 基高比 重叠度
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MWP967kV型地基微波辐射计的研究进展
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作者 王天琦 兰唱 +2 位作者 于冬佳 丛琳沂 王秀娟 《科技资讯》 2025年第7期53-55,60,共4页
MWP967kV型地基微波辐射计由我国自主研发,其总体技术达到国际先进水平,该设备在运行过程中展现出稳定性和高效性,为气象探测、天气预报等业务提供了坚实的数据支持。微波辐射计通过红外传感器测量云底高度、云识别过程中,在观测液态水... MWP967kV型地基微波辐射计由我国自主研发,其总体技术达到国际先进水平,该设备在运行过程中展现出稳定性和高效性,为气象探测、天气预报等业务提供了坚实的数据支持。微波辐射计通过红外传感器测量云底高度、云识别过程中,在观测液态水含量较高的单层云或低层云时,其准确性较高;观测大范围或厚云层时,该观测设备展现出良好的效果。在液态水含量较低、水平尺度较小或云层较薄的多层云、中高云层情况下,红外传感器的性能可以通过与其他气象数据的综合分析来进一步提升。 展开更多
关键词 地基微波辐射计 对流天气 液态水 云底高度
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