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Assessment of the three representative empirical models for zenith tropospheric delay(ZTD)using the CMONOC data
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作者 Debao Yuan Jian Li +4 位作者 Yifan Yao Fei Yang Yingying Wang Ran Chen Tairan Xu 《Geodesy and Geodynamics》 EI CSCD 2024年第5期488-494,共7页
The precise correction of atmospheric zenith tropospheric delay(ZTD)is significant for the Global Navigation Satellite System(GNSS)performance regarding positioning accuracy and convergence time.In the past decades,ma... The precise correction of atmospheric zenith tropospheric delay(ZTD)is significant for the Global Navigation Satellite System(GNSS)performance regarding positioning accuracy and convergence time.In the past decades,many empirical ZTD models based on whether the gridded or scattered ZTD products have been proposed and widely used in the GNSS positioning applications.But there is no comprehensive evaluation of these models for the whole China region,which features complicated topography and climate.In this study,we completely assess the typical empirical models,the IGGtropSH model(gridded,non-meteorology),the SHAtropE model(scattered,non-meteorology),and the GPT3 model(gridded,meteorology)using the Crustal Movement Observation Network of China(CMONOC)network.In general,the results show that the three models share consistent performance with RMSE/bias of 37.45/1.63,37.13/2.20,and 38.27/1.34 mm for the GPT3,SHAtropE and IGGtropSH model,respectively.However,the models had a distinct performance regarding geographical distribution,elevation,seasonal variations,and daily variation.In the southeastern region of China,RMSE values are around 50 mm,which are much higher than that in the western region,approximately 20 mm.The SHAtropE model exhibits better performance for areas with large variations in elevation.The GPT3 model and the IGGtropSH model are more stable across different months,and the SHAtropE model based on the GNSS data exhibits superior performance across various UTC epochs. 展开更多
关键词 GNSS zenith tropospheric delay Empirical ztd model CMONOC data
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A predictive model for regional zenith tropospheric delay correction
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作者 Yu Lei Danning Zhao 《Astronomical Techniques and Instruments》 CSCD 2024年第1期76-83,共8页
The conventional zenith tropospheric delay(ZTD)model(known as the Saastamoinen model)does not consider seasonal variations affecting the delay,giving it low accuracy and stability.This may be improved with adjustments... The conventional zenith tropospheric delay(ZTD)model(known as the Saastamoinen model)does not consider seasonal variations affecting the delay,giving it low accuracy and stability.This may be improved with adjustments to account for annual and semi-annual variations.This method uses ZTD data provided by the Global Geodetic Observing System to analyze seasonal variations in the bias of the Saastamoinen model in Asia,and then constructs a model with seasonal variation corrections,denoted as SSA.To overcome the dependence of the model on in-situ meteorological parameters,the SSA+GPT3 model is formed by combining the SSA and GPT3(global pressure-temperature)models.The results show that the introduction of annual and semi-annual variations can substantially improve the Saastamoinen model,yielding small and time-stable variations in bias and root mean square(RMS).In summer and autumn,the bias and RMS are noticeably smaller than those from the Saastamoinen model.In addition,the SSA model performs better in low-latitude and low-altitude areas,and bias and RMS decease with the increase of latitude or altitude.The prediction accuracy of the SSA model is also evaluated for external consistency.The results show that the accuracy of the SSA model(bias:-0.38 cm,RMS:4.43 cm)is better than that of the Saastamoinen model(bias:1.45 cm,RMS:5.16 cm).The proposed method has strong applicability and can therefore be used for predictive ZTD correction across Asia. 展开更多
关键词 zenith tropospheric delay Saastamoinen model Seasonal variations Asian area Accuracy analysis
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A zenith tropospheric delay correction model based on the regional CORS network 被引量:11
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作者 Huang Liangke Liu Lilong Yao Chaolong 《Geodesy and Geodynamics》 2012年第4期53-62,共10页
Tropospheric delay is a primary error source in earth observations and a variety of radio navigation technologies. In this paper, the relationship between zenith tropospheric delays and the elevation and longitude of ... Tropospheric delay is a primary error source in earth observations and a variety of radio navigation technologies. In this paper, the relationship between zenith tropospheric delays and the elevation and longitude of stations is analyzed using the zenith tropospheric delay final products of International GNSS Service (IGS) stations from 2011. Two new models are proposed for estimating zenith tropospheric delays from regional CORS data without meteorological data. The proposed models are compared with the direct interpolation method and the remove-restore method using data from Guangxi CORS. The results show that the new models significantly improve the calculated precision. Finally, the root mean square (RMS) errors of the new models were used to estimate the surface precipitable water vapor (PWV) value at CORS station, which was determined to be less than 2 mm. 展开更多
关键词 regional CORS zenith tropospheric delay regional modeling new model precision analysis
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Empirical model of correction for zenith tropospheric delay
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作者 V F Kravchenko V I Lutsenko +3 位作者 I V Lutsenko D O Popov A G Laush V N Gudkov 《Journal of Measurement Science and Instrumentation》 CAS 2014年第4期20-28,共9页
The paper considers the possibility of correction of zenith tropospheric delays, and calculates it with the standard model, which takes into account the values of the refractive index of the troposphere at the time of... The paper considers the possibility of correction of zenith tropospheric delays, and calculates it with the standard model, which takes into account the values of the refractive index of the troposphere at the time of measurement. Based on the experimental research, this empirical model of correction for zenith tropospheric delays can reduce the measurement er- ror of coordinates to about 30 % and altitude to about 40 %. 展开更多
关键词 zenith tropospheric delays satellite navigation signal global positioning system (GPS) global navigation satel-lite system (GLONASS)
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基于机器学习的NWP ZTD长短期预测模型
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作者 白子仪 徐莹 +2 位作者 冯健 于浩 张方照 《导航定位学报》 CSCD 北大核心 2024年第4期34-44,共11页
对流层延迟是影响全球卫星导航系统(GNSS)定位精度的主要误差源之一,利用数值天气预报(NWP)模型估计天顶对流层延迟(ZTD)是常用的方法之一,但NWP模型预报资料估计的ZTD精度有限;NWP模型再分析资料估计的ZTD不能用于GNSS实时定位,且目前... 对流层延迟是影响全球卫星导航系统(GNSS)定位精度的主要误差源之一,利用数值天气预报(NWP)模型估计天顶对流层延迟(ZTD)是常用的方法之一,但NWP模型预报资料估计的ZTD精度有限;NWP模型再分析资料估计的ZTD不能用于GNSS实时定位,且目前大多数文献未能对ZTD长短期预测分别进行研究。因此,利用欧洲中期天气预报中心(ECMWF)的第五代全球气候再分析资料数据集(ERA5)和国际GNSS服务组织(IGS)的高精度ZTD数据,研究基于反向传播(BP)神经网络、支持向量机和长短期记忆网络3种机器学习算法构建以年为时间窗口的ZTD长期预测模型和以24h为时间窗口的ZTD短期预测模型的可行性。实验结果表明:构建的ZTD长期预测模型和短期预测模型可以有效提高预测ZTD的精度。 展开更多
关键词 全球卫星导航系统(GNSS) 天顶对流层延迟(ztd) 数值天气预报(NWP) 机器学习算法 预测模型
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Monitoring Zenithal Total Delays over the three different climatic zones from IGS GPS final products:A comparison between the use of the VMF1 and GMF mapping functions 被引量:4
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作者 Benachour Labib Jianguo Yan +2 位作者 Jean-Pierre Barriot Fangzhao Zhang Peng Feng 《Geodesy and Geodynamics》 2019年第2期93-99,共7页
The International GNSS Service(IGS) final products(ephemeris and clocks-correction) have made the GNSS an indispensable low-cost tool for scientific research, for example sub-daily atmospheric water vapor monitoring. ... The International GNSS Service(IGS) final products(ephemeris and clocks-correction) have made the GNSS an indispensable low-cost tool for scientific research, for example sub-daily atmospheric water vapor monitoring. In this study, we investigate if there is a systematic difference coming from the choice between the Vienna Mapping Function 1(VMF1) and the Global Mapping Function(GMF) for the modeling of Zenith Total Delay(ZTD) estimates, as well as the Integrated Precipitable Water Vapor(IPWV) estimates that are deduced from them. As ZTD estimates cannot be fully separated from coordinate estimates, we also investigated the coordinate repeatability between subsequent measurements.For this purpose, we monitored twelve GNSS stations on a global scale, for each of the three climatic zones(polar, mid-latitudes and tropical), with four stations on each zone. We used an automated processing based on the Bernese GNSS Software Version 5.2 by applying the Precise Point Positioning(PPP)approach, L3 Ionosphere-free linear combination, 7 cutoff elevation angle and 2 h sampling. We noticed an excellent agreement with the ZTD estimates and coordinate repeatability for all the stations w.r.t to CODE(the Center for Orbit Determination in Europe) and USNO(US Naval Observatory) products, except for the Antarctic station(Davis) which shows systematic biases for the GMF related results. As a final step, we investigated the effect of using two mapping functions(VMF1 and GMF) to estimate the IPWV,w.r.t the IPWV estimates provided by the Integrated Global Radiosonde Archive(IGRA). The GPS-derived IPWV estimates are very close to the radiosonde-derived IPWV estimates, except for one station in the tropics(Tahiti). 展开更多
关键词 International GNSS Service (IGS) VIENNA MAPPING FUNCTION 1 (VMF1) Global MAPPING FUNCTION (GMF) Precise Point Positioning (PPP) zenith TOTAL delay (ztd) zenith Wet delay (ZWD) Integrated Precipitable Water Vapor (IPWV)
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Assessment of GNSS zenith tropospheric delay responses to atmospheric variables derived from ERA5 data over Nigeria
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作者 Ifechukwu Ugochukwu Nzelibe Herbert Tata Timothy Oluwadare Idowu 《Satellite Navigation》 EI CSCD 2023年第1期167-182,I0005,共17页
Tropospheric delay is a major error caused by atmospheric refraction in Global Navigation Satellite System(GNSS)positioning.The study evaluates the potential of the European Centre for Medium-range Weather Forecast(EC... Tropospheric delay is a major error caused by atmospheric refraction in Global Navigation Satellite System(GNSS)positioning.The study evaluates the potential of the European Centre for Medium-range Weather Forecast(ECMWF)Reanalysis 5(ERA5)atmospheric variables in estimating the Zenith Tropospheric Delay(ZTD).Linear regression models(LRM)are applied to estimate ZTD with the ERA5 atmospheric variables.The ZTD are also estimated using standard ZTD models based on ERA5 and Global Pressure and Temperature 3(GPT3)atmospheric variables.These ZTD estimates are evaluated using the data collected from the permanent GNSS continuously operating reference stations in the Nigerian region.The results reveal that the Zenith Hydrostatic Delay(ZHD)from the LRM and the Saastamoinien model using ERA5 surface pressure are of identical accuracy,having a Root Mean Square(RMS)error of 2.3 mm while the GPT3-ZHD has an RMS of 3.4 mm.For the Zenith Wet Delay(ZWD)component,the best estimates are derived using ERA5 Precipitable Water Vapour(PWV).These include the ZWD derived by the LRM having an average RMS of 20.9 mm and Bevis equation having RMS of 21.1 mm and 21.0 mm for global and local weighted mean temperatures,respectively.The evaluation of GPT3-ZWD estimates gives RMS of 45.8 mm.This study has provided a valuable insight into the application of ERA5 data for ZTD estimation.In line with the fndings of the study,the ERA5 atmospheric variables are recommended for improving the accuracy in ZTD estimation,required for GNSS positioning. 展开更多
关键词 ECMWF reanalysis 5(ERA5) Global navigation satellite systems(GNSS) Global pressure and temperature 3(GPT3) Modelling NIGERIA zenith tropospheric delay(ztd)
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Development and evaluation of the refined zenith tropospheric delay(ZTD)models 被引量:4
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作者 Fei Yang Xiaolin Meng +2 位作者 Jiming Guo Debao Yuan Ming Chen 《Satellite Navigation》 2021年第1期296-304,共9页
The tropospheric delay is a significant error source in Global Navigation Satellite System(GNSS)positioning and navigation.It is usually projected into zenith direction by using a mapping function.It is particularly i... The tropospheric delay is a significant error source in Global Navigation Satellite System(GNSS)positioning and navigation.It is usually projected into zenith direction by using a mapping function.It is particularly important to establish a model that can provide stable and accurate Zenith Tropospheric Delay(ZTD).Because of the regional accuracy difference and poor stability of the traditional ZTD models,this paper proposed two methods to refine the Hopfield and Saastamoinen ZTD models.One is by adding annual and semi-annual periodic terms and the other is based on Back-Propagation Artificial Neutral Network(BP-ANN).Using 5-year data from 2011 to 2015 collected at 67 GNSS reference stations in China and its surrounding regions,the four refined models were constructed.The tropospheric products at these GNSS stations were derived from the site-wise Vienna Mapping Function 1(VMP1).The spatial analysis,temporal analysis,and residual distribution analysis for all the six models were conducted using the data from 2016 to 2017.The results show that the refined models can effectively improve the accuracy compared with the traditional models.For the Hopfield model,the improvement for the Root Mean Square Error(RMSE)and bias reached 24.5/49.7 and 34.0/52.8 mm,respectively.These values became 8.8/26.7 and 14.7/28.8 mm when the Saastamoinen model was refined using the two methods.This exploration is conducive to GNSS navigation and positioning and GNSS meteorology by providing more accurate tropospheric prior information. 展开更多
关键词 GNSS tropospheric delay ztd Refined model ANN
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利用动态PPP技术监测ZTD高频变化
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作者 李黎 龙四春 +2 位作者 沈军 李浩军 张立亚 《大地测量与地球动力学》 CSCD 北大核心 2014年第2期74-78,共5页
基于动态PPP技术,用IGS参考站的静态数据进行动态PPP模拟计算,对静态得到的PPP-ZTD、动态计算得到的PPP-ZTD与IGS公布的ZTD参考值的比较发现,使用动态PPP技术和较高采样间隔的卫星钟差(30 s)也可以获得精度较高的对流层延迟(<6 mm)。
关键词 精密单点单位 动态精密单点单位 对流层延迟 水汽 卫星钟差
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利用多GNSS分析澳大利亚极端降雨水汽变化
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作者 刘怡兵 周凌昊 范磊 《导航定位学报》 CSCD 北大核心 2024年第4期211-219,共9页
利用澳洲153个全球卫星导航系统(GNSS)站提供的北斗卫星导航系统(BDS)、全球定位系统(GPS)、伽利略卫星导航系统(Galileo)的多系统观测数据与武汉大学发布的超快速轨道和钟差产品/最终产品,计算2017年澳洲一次极端降雨过程中测站上空的... 利用澳洲153个全球卫星导航系统(GNSS)站提供的北斗卫星导航系统(BDS)、全球定位系统(GPS)、伽利略卫星导航系统(Galileo)的多系统观测数据与武汉大学发布的超快速轨道和钟差产品/最终产品,计算2017年澳洲一次极端降雨过程中测站上空的天顶对流层延迟(ZTD)和大气可降水含量(PWV)。结果表明:多系统GNSS联合解算的ZTD与国际GNSS服务(IGS)最终产品互差的平均偏差为-0.01 mm,较单一GPS系统解算偏差更小;准实时ZTD计算与事后计算精度相当。利用气象再分析资料ERA5提供的温压数据进行PWV反演和精度验证的结果表明:多系统GNSS反演PWV与ERA5互差RMS为2.71 mm,符合气象学研究要求。最后,结合ERA5陆面产品的逐时降水量数据分析PWV与本次降雨的关联。在时序上,PWV达到极大值后2~3 h内降水量达到最大值。在空间上,PWV高值地区与强降雨地区具有高度一致性。 展开更多
关键词 全球卫星导航系统(GNSS) 天顶对流层延迟(ztd) 大气可降水含量(PWV) 极端降雨
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基于GPT3模型的ZTD及PWV反演精度分析 被引量:6
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作者 黄聪 郭杭 《大地测量与地球动力学》 CSCD 北大核心 2022年第5期489-493,共5页
使用亚洲区域18个IGS测站和中国区域内16个探空站2016~2018年的数据,研究GPT3模型反演天顶对流层延迟(ZTD)和大气可降水量(PWV)的精度,并与其他GPT系列模型进行对比。结果表明,GPT3-1模型估计的ZTD的bias均值和最大值均最小,分别为1.34... 使用亚洲区域18个IGS测站和中国区域内16个探空站2016~2018年的数据,研究GPT3模型反演天顶对流层延迟(ZTD)和大气可降水量(PWV)的精度,并与其他GPT系列模型进行对比。结果表明,GPT3-1模型估计的ZTD的bias均值和最大值均最小,分别为1.34 mm和14.06 mm;GPT3模型整体精度略优于GPT2w模型,优于GPT2模型。探空站处GPT3模型反演的PWV的bias和RMSE均表现出较强的季节性特征;由GPT3模型反演的PWV的月均值可知,GPT3-1模型比GPT3-5模型具有更高的精度和稳定性。 展开更多
关键词 GPT3模型 天顶对流层延迟 大气可降水量 精度评估 偏差
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一种新的多因子约束下的NWP反演ZTD残差改正模型 被引量:4
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作者 闫俐孜 马丹 +2 位作者 徐莹 王胜利 范曹明 《华中师范大学学报(自然科学版)》 CAS CSCD 北大核心 2019年第3期443-450,共8页
对流层延迟是GNSS定位的主要误差源之一,利用NWP模型的气象数据积分反演ZTD是当前研究热点.然而,采用两大气象预报中心(ECMWF和NCEP)的再分析资料反演ZTD的残差一般在±60mm之间浮动,预报资料反演的ZTD的精度更差,都不能直接用于精... 对流层延迟是GNSS定位的主要误差源之一,利用NWP模型的气象数据积分反演ZTD是当前研究热点.然而,采用两大气象预报中心(ECMWF和NCEP)的再分析资料反演ZTD的残差一般在±60mm之间浮动,预报资料反演的ZTD的精度更差,都不能直接用于精密定位.一般是先将此反演的ZTD作为初值,设定先验方差,将残差作为未知参数求解.NWP反演的ZTD的精度,将直接影响对流层和模糊度参数在滤波过程中收敛速度.前人的研究表明.NWP反演ZTD的残差大小与测站所在纬度相关.利用纬度与残差的相关函数可提高NWP反演ZTD的精度.但效果并不明显.针对以上问题,比较ECMWF和NCEP再分析资料反演ZTD的精度,然后分析精度较高的ECMWF资料反演的ZTD的残差随温度、湿度、纬度、季节等因子变化的规律,并结合基于最小绝对残差法的多项式拟合方法拟合残差,提出一种新的多因子约束下的NWP反演ZTD的残差改正模型,从而提高NWP反演ZTD的精度.为验证模型的性能.以133个IGS站高精度ZTD为参考.拟合2015年ECMWF反演ZTD的残差.构建残差改正模型.并利用此模型改正2016年ECMWF反演的ZTD.实验结果表明:在纬度高于15°的地区.NWP反演的ZTD的平均残差和均方根误差比使用模型前分别减小了86.9%和36.3%.另外,对于较低纬度地区.此残差改正模型的效果不明显. 展开更多
关键词 对流层延迟(ztd) 数值天气预报(NWP) 残差改正模型 残差拟合
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A new global zenith tropospheric delay model IGGtrop for GNSS applications 被引量:37
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作者 LI Wei YUAN YunBin +2 位作者 OU JiKun LI Hui LI ZiShen 《Chinese Science Bulletin》 SCIE EI CAS 2012年第17期2132-2139,共8页
Tropospheric delay is one of the main sources of measurement error in global navigation satellite systems.It is usually compensated by using an empirical correction model.In this paper,temporal and spatial variations ... Tropospheric delay is one of the main sources of measurement error in global navigation satellite systems.It is usually compensated by using an empirical correction model.In this paper,temporal and spatial variations of the global zenith tropospheric delay(ZTD) are further analyzed by ZTD time series from global International GNSS Service stations and annual ZTDs derived from global National Centers for Environmental Prediction reanalysis data,respectively.A new ZTD correction model,named IGGtrop,is developed based on the characteristics of ZTD.Experimental results show that this new 3D-grid-based model that accommodates longitudinal as well as latitudinal variations of ZTD performs better than latitude-only based models(such as UNB3,EGNOS,and UNB3m).The global average bias and RMS for IGGtrop are about-0.8 cm and 4.0 cm,respectively.Bias values for UNB3,EGNOS,and UNB3m are 2.0,2.0,and 0.7 cm,respectively,and respective RMS values 5.4,5.4,and 5.0 cm.IGGtrop shows much more consistent prediction errors for different areas than EGNOS and UNB3m,In China,the performance of IGGtrop(bias values from-2.0 to 0.4 cm and RMS from 2.1 to 6.4 cm) is clearly superior to those of EGNOS and UNB3m.It is also demonstrated that IGGtrop biases vary little with height,and its RMS values tend to decrease with increasing height.In addition,IGGtrop generally estimates ZTD with greater accuracy than EGNOS and UNB3m in the Southern Hemisphere. 展开更多
关键词 全球导航卫星系统 对流层延迟 应用模型 EGNOS RMS值 修正模型 ztd 再分析资料
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融合GNSS ZTD和气象要素的内蒙古土壤水含量模型 被引量:2
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作者 娄泽生 杨晶 +1 位作者 吴亮 孙玉梅 《全球定位系统》 CSCD 2022年第1期49-58,共10页
土壤水含量是农牧业衡量干旱的重要指标,对气候生态具有重要影响,土壤水的变化趋势对于区域的水土流失和气候变化研究等工作具有重要意义,而我国对于土壤水含量的监测起步较晚,因此有必要利用其他已有数据开展土壤水含量模型研究.利用... 土壤水含量是农牧业衡量干旱的重要指标,对气候生态具有重要影响,土壤水的变化趋势对于区域的水土流失和气候变化研究等工作具有重要意义,而我国对于土壤水含量的监测起步较晚,因此有必要利用其他已有数据开展土壤水含量模型研究.利用内蒙古已有全球导航卫星系统(GNSS)天顶对流层延迟(ZTD)数据和湿度、日照以及蒸发量数据进行土壤水含量反演模型研究.首先将各要素与土壤水含量进行相关性分析,因土壤水含量与GNSS ZTD数据均存在观测噪声,所以应对数据进行去噪处理.利用小波变换方法剔除噪声,去噪后土壤水含量数据与各要素相关性均有所提高,土壤水含量与湿度相关性最好,两者各实验点的平均相关性为0.645;土壤水含量与日照和蒸发量呈负相关,其平均相关性分别为−0.561、−0.547;而土壤水含量与GNSS ZTD数据相关性最小,其平均相关性为0.271.根据各要素与土壤水含量的相关性,进行土壤水含量模型构建并进行可靠性验证.经验证误差统计发现:实验区域NMWJ站模型精度最高,其精度为90.1%;HLAR站点模型精度最低,其精度为69.1%;各站点的平均精度为81.35%.基于多变量要素的土壤水含量模型可为土壤水含量的趋势变化研究提供参考,通过研究土壤水含量的变化趋势,对区域进行水资源的合理分配利用从而达到节约水资源目的. 展开更多
关键词 土壤水含量 反演 全球导航卫星系统(GNSS) 天顶对流层延迟(ztd) 气象要素 内蒙古
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京津冀地区GNSS ZTD时序分析及对厄尔尼诺事件的响应 被引量:2
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作者 王勇 于腾丽 +1 位作者 刘晓 占伟 《南京信息工程大学学报(自然科学版)》 CAS 北大核心 2021年第2期170-180,共11页
京津冀地区夏季暴雨频发,水汽是影响暴雨形成的关键要素之一.本文利用中国大陆构造环境监测网络(CMONOC)京津冀地区GNSS(全球导航卫星系统)观测资料,开展GNSS天顶对流层总延迟(ZTD)时序分析及对厄尔尼诺事件的响应研究.利用快速傅里叶... 京津冀地区夏季暴雨频发,水汽是影响暴雨形成的关键要素之一.本文利用中国大陆构造环境监测网络(CMONOC)京津冀地区GNSS(全球导航卫星系统)观测资料,开展GNSS天顶对流层总延迟(ZTD)时序分析及对厄尔尼诺事件的响应研究.利用快速傅里叶变换与小波变换方法从频域和时域开展GNSS ZTD时序分析,并对GNSS ZTD不同周期时序与东部型指数(I_(EP))、中部型指数(I_(CP))进行比较,分析I_(EP)、I_(CP)对GNSS ZTD周期变化的影响.研究发现:GNSS ZTD异常时段与厄尔尼诺事件存在对应关系.东部型指数(I_(EP))与GNSS ZTD呈正相关;中部型指数(I_(CP))与GNSS ZTD呈显著负相关.在东部型厄尔尼诺事件的影响下,GNSS ZTD的季节性周期增大,月周期和半月周期减小;在中部型厄尔尼诺事件的影响下,GNSS ZTD的季节性周期、月周期、半月周期都减小.研究结果可为掌握区域GNSS ZTD预测变化规律提供参考,并为利用水汽感知厄尔尼诺事件提供可行性基础. 展开更多
关键词 全球导航卫星系统(GNSS) 天顶对流层总延迟(ztd) 厄尔尼诺 东部型指数 中部型指数 京津冀地区
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A global empirical model for estimating zenith tropospheric delay 被引量:4
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作者 YAO Yi Bin ZHANG Bao +3 位作者 XU Chao Qian HE Chang Yong YU Chen YAN Feng 《Science China Earth Sciences》 SCIE EI CAS CSCD 2016年第1期118-128,共11页
Tropospheric delay acts as a systematic error source in the Global Navigation Satellite Systems(GNSS) positioning. Empirical models UNB3, UNB3 m, UNB4 and EGNOS have been developed for use in Satellite-Based Augmentat... Tropospheric delay acts as a systematic error source in the Global Navigation Satellite Systems(GNSS) positioning. Empirical models UNB3, UNB3 m, UNB4 and EGNOS have been developed for use in Satellite-Based Augmentation Systems(SBAS). Model performance, however, is limited due to the low spatial resolution of the look-up tables for meteorological parameters. A new design has been established in this study for improving performance of the tropospheric delay model by more effectively eliminating the error produced by tropospheric delay. The spatiotemporal characteristics of the Zenith Tropospheric Delay(ZTD) were analyzed with findings that ZTD exhibits different annual variations at different locations and decreases exponentially with height increasing. Spherical harmonics are utilized based on the findings to fit the annual mean and amplitude of the ZTD on a global scale and the exponential function is utilized for height corrections, yielding the ZTrop model. On a global scale, the ZTrop features an average deviation of ?1.0 cm and Root Mean Square(RMS) of 4.7 cm compared with the International GNSS Service(IGS) ZTD products, an average deviation of 0.0 cm and RMS of 4.5 cm compared with the Global Geodetic Observing System(GGOS) ZTD data, and an average deviation of ?1.3 cm and RMS of 5.2 cm compared with the ZTD data from the Constellation Observing System of Meteorology, Ionosphere, and Climate(COSMIC). The RMS of the ZTrop model is 14.5% smaller than that of UNB3, 6.0% smaller than that of UNB3 m, 16% smaller than that of UNB4, 14.5% smaller than that of EGNOS and equivalent to the sophisticated GPT2+Saas model in comparison with the IGS ZTD products. The ZTrop, UNB3 m and GPT2+Saas models are finally evaluated in GPS-based Precise Point Positioning(PPP), as the models act to aid in obtaining PPP position error less than 1.5 cm in north and east components and relative large error(>5 cm) in up component with respect to the random walk approach. 展开更多
关键词 zenith tropospheric delay Spherical harmonics Exponential function ZTrop model
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Accuracy Improvement of Zenith Tropospheric Delay Estimation Based on GPS Precise Point Positioning Algorithm 被引量:1
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作者 ZHU Qinglin ZHAO Zhenwei +1 位作者 LIN Leke WU Zhensen 《Geo-Spatial Information Science》 2010年第4期306-310,共5页
In the precise point positioning(PPP),some impossible accurately simulated systematic errors still remained in the GPS observations and will inevitably degrade the precision of zenith tropospheric delay(ZTD) estimatio... In the precise point positioning(PPP),some impossible accurately simulated systematic errors still remained in the GPS observations and will inevitably degrade the precision of zenith tropospheric delay(ZTD) estimation.The stochastic models used in the GPS PPP mode are compared.In this paper,the research results show that the precision of PPP-derived ZTD can be obviously improved through selecting a suitable stochastic model for GPS measurements.Low-elevation observations can cover more troposphere information that can improve the estimation of ZTD.A new stochastic model based on satellite low elevation cosine square is presented.The results show that the stochastic model using satellite elevation-based cosine square function is better than previous stochastic models. 展开更多
关键词 precise point positioning stochastic model zenith tropospheric delay COSINE GPS
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Refining the ERA5-based global model for vertical adjustment of zenith tropospheric delay 被引量:1
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作者 Ge Zhu Liangke Huang +3 位作者 Yunzhen Yang Junyu Li Lv Zhou Lilong Liu 《Satellite Navigation》 2022年第3期221-230,I0005,共11页
Tropospheric delay is an important factor affecting high precision Global Navigation Satellite System(GNSS)positioning and also the basic data for GNSS atmospheric research.However,the existing tropospheric delay mode... Tropospheric delay is an important factor affecting high precision Global Navigation Satellite System(GNSS)positioning and also the basic data for GNSS atmospheric research.However,the existing tropospheric delay models have some problems,such as only a single function used for the entire atmosphere.In this paper,an ERA5-based(the fifth generation of European Centre for Medium-Range Weather Forecasts Reanalysis)global model for vertical adjustment of Zenith Tropospheric Delay(ZTD)using a piecewise function is developed.The ZTD data at 611 radiosonde stations and the MERRA-2(second Modern-Era Retrospective analysis for Research and Applications)atmospheric reanalysis data were used to validate the model reliability.The Global Zenith Tropospheric Delay Piecewise(GZTD-P)model has excellent performance compared with the Global Pressure and Temperature(GPT3)model.Validated at radiosonde stations,the performance of the GZTD-P model was improved by 0.96 cm(23%)relative to the GPT3 model.Validated with MERRA-2 data,the quality of the GZTD-P model is improved by 1.8 cm(50%)compared to the GPT3 model,showing better accuracy and stability.The ZTD vertical adjustment model with different resolutions was established to enrich the model's applicability and speed up the process of tropospheric delay calculation.By providing model parameters with different resolutions,users can choose the appropriate model according to their applications. 展开更多
关键词 Piecewise function Vertical adjustment ztd GNSS tropospheric delay
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基于实时精密单点定位技术的暴雨短临预报 被引量:34
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作者 李黎 匡翠林 +4 位作者 朱建军 陈武 陈永奇 龙四春 李洪玉 《地球物理学报》 SCIE EI CAS CSCD 北大核心 2012年第4期1129-1136,共8页
提出了一种将实时精密单点定位(Precise Point Positioning,PPP)技术用于暴雨短临预报的新方法.该方法首先基于GPS连续运行参考站网(Continuously Operating Reference Stations,CORS)实时估计的精密卫星钟差完成PPP解算,再以实时获取... 提出了一种将实时精密单点定位(Precise Point Positioning,PPP)技术用于暴雨短临预报的新方法.该方法首先基于GPS连续运行参考站网(Continuously Operating Reference Stations,CORS)实时估计的精密卫星钟差完成PPP解算,再以实时获取的对流层延迟(Zenith Tropospheric Delay,ZTD)及其增量变化为依据进行暴雨短临预报.研究结果表明:一般雷暴天气来临之前的2~6h,ZTD增量表现为先后突破±5mm/5min,且后续记录到的实际降水量大小与ZTD维持在高水平阶段的时间长短有较好的对应关系;就热带气旋而言,在强风作用下,ZTD增量变化表现的异常活跃和复杂,规律性较弱,但对短临预报强降雨仍有一定的指示作用. 展开更多
关键词 实时精密单点定位 对流层延迟 暴雨短临预报 连续运行参考站网
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亚洲地区EGNOS天顶对流层延迟模型的精度评估 被引量:10
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作者 黄良珂 刘立龙 +3 位作者 周淼 张腾旭 郑浩 姚朝龙 《大地测量与地球动力学》 CSCD 北大核心 2013年第4期128-132,共5页
基于亚洲地区48个IGS站2009—2011年实测的天顶对流层延迟(ZTD)数据,对利用EGNOS模型计算的ZTD的精度进行评估,结果表明:1)在亚洲地区,相对于IGS站实测的ZTD,EGNOS模型计算的ZTD的偏差和均方根分别为-0.18 cm和5.98 cm,在中国地区分别为... 基于亚洲地区48个IGS站2009—2011年实测的天顶对流层延迟(ZTD)数据,对利用EGNOS模型计算的ZTD的精度进行评估,结果表明:1)在亚洲地区,相对于IGS站实测的ZTD,EGNOS模型计算的ZTD的偏差和均方根分别为-0.18 cm和5.98 cm,在中国地区分别为0.81 cm和6.13 cm;2)偏差和均方根差呈现明显的季节变化,偏差表现为夏季最大,秋季最小,而均方根夏季最大,冬季最小;3)在空间分布上,偏差与纬度和高程变化无明显规律,但均方根随着高程或者纬度的增加总体上呈递减趋势,西部和北部高纬度地区,年均偏差和均方根变化相对较小;4:)亚洲南部低纬度地区和东部地区夏季日平均偏差和均方根差变化相对较大。 展开更多
关键词 EGNOS模型 天顶对流层延迟 亚洲地区 偏差 均方根
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