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Improving the spaceborne GNSS-R altimetric precision based on the novel multilayer feedforward neural network weighted joint prediction model
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作者 Yiwen Zhang Wei Zheng Zongqiang Liu 《Defence Technology(防务技术)》 SCIE EI CAS CSCD 2024年第2期271-284,共14页
Global navigation satellite system-reflection(GNSS-R)sea surface altimetry based on satellite constellation platforms has become a new research direction and inevitable trend,which can meet the altimetric precision at... Global navigation satellite system-reflection(GNSS-R)sea surface altimetry based on satellite constellation platforms has become a new research direction and inevitable trend,which can meet the altimetric precision at the global scale required for underwater navigation.At present,there are still research gaps for GNSS-R altimetry under this mode,and its altimetric capability cannot be specifically assessed.Therefore,GNSS-R satellite constellations that meet the global altimetry needs to be designed.Meanwhile,the matching precision prediction model needs to be established to quantitatively predict the GNSS-R constellation altimetric capability.Firstly,the GNSS-R constellations altimetric precision under different configuration parameters is calculated,and the mechanism of the influence of orbital altitude,orbital inclination,number of satellites and simulation period on the precision is analyzed,and a new multilayer feedforward neural network weighted joint prediction model is established.Secondly,the fit of the prediction model is verified and the performance capability of the model is tested by calculating the R2 value of the model as 0.9972 and the root mean square error(RMSE)as 0.0022,which indicates that the prediction capability of the model is excellent.Finally,using the novel multilayer feedforward neural network weighted joint prediction model,and considering the research results and realistic costs,it is proposed that when the constellation is set to an orbital altitude of 500 km,orbital inclination of 75and the number of satellites is 6,the altimetry precision can reach 0.0732 m within one year simulation period,which can meet the requirements of underwater navigation precision,and thus can provide a reference basis for subsequent research on spaceborne GNSS-R sea surface altimetry. 展开更多
关键词 gnss-r satellite constellations Sea surface altimetric precision Underwater navigation Multilayer feedforward neural network
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Up-to-date high-resolution understory terrain extraction based on satellite stereo photogrammetry and spaceborne LiDAR
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作者 Hao Xiong Bingtao Chang +3 位作者 Xiaodong Lan Huizhou Zhou Yang Chen Wuming Zhang 《Forest Ecosystems》 2025年第6期1149-1162,共14页
Accurate digital terrain models(DTMs)are essential for a wide range of geospatial and environmental applications,yet their derivation in forested regions remains a significant challenge.Existing global DTMs,typically ... Accurate digital terrain models(DTMs)are essential for a wide range of geospatial and environmental applications,yet their derivation in forested regions remains a significant challenge.Existing global DTMs,typically generated from satellite stereo photogrammetry or interferometric synthetic aperture radar(InSAR),fail to accurately capture understory terrain due to limited penetration capabilities,resulting in elevation overestimation in densely vegetated areas.While airborne light detection and ranging(LiDAR)can provide high-accuracy DTMs,its limited spatial coverage and high acquisition cost hinder large-scale applications.Thus,there is an urgent need for a scalable and cost-effective approach to extract DTMs directly from satellite-derived digital surface models(DSMs).In this study,we propose a simple,interpretable understory terrain extraction method that utilizes canopy height data from Global Ecosystem Dynamics Investigation(GEDI)and Ice,Cloud,and Land Elevation Satellite-2(ICESat-2)to construct a tree height surface model,which is then subtracted from the stereo-derived DSM to generate the final DTM.By directly incorporating LiDAR constraints,the method avoids error propagation from multiple heterogeneous datasets and reduces reliance on ancillary inputs,ensuring ease of implementation and broad applicability.In contrast to machine learning-based terrain modeling methods,which are often prone to overfitting and data bias,the proposed approach is simple,interpretable,and robust across diverse forested landscapes.The accuracy of the resulting DTM was validated against airborne LiDAR reference data and compared with both the Copernicus Digital Elevation Model(DEM)and the forest and buildings removed DEM(FABDEM),a global bare-earth elevation model corrected for vegetation bias.The results indicate that the proposed DTM consistently outperforms the Copernicus DEM(CopDEM)and achieves accuracy comparable to FABDEM.In addition,its finer spatial resolution of 1 m,compared to the 30 m resolution of FABDEM,allows for more detailed terrain representation and better capture of fine-scale variation.This advantage is most pronounced in gently to moderately sloped areas,where the proposed DTM shows clearly higher accuracy than both the CopDEM and FABDEM.The results confirm that high-resolution DTMs can be effectively extracted from DSMs using spaceborne LiDAR constraints,offering a scalable solution for terrain modeling in forested environments where airborne LiDAR is unavailable.To illustrate the potential utility of the proposed DTM,we applied it to a fire risk mapping application based on topographic parameters such as slope,aspect,and elevation.This case highlights how improved terrain representation can support geospatial hazard assessments. 展开更多
关键词 Digital terrain models(DTMs) spaceborne light detection and ranging(LiDAR) Global ecosystem dynamics investigation(GEDI) Ice Cloud and land Elevation Satellite 2(ICESat-2) Forest terrain extraction Satellite stereo imagery
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A novel global grid model for soil moisture retrieval considering geographical disparity in spaceborne GNSS-R
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作者 Liangke Huang Anrong Pan +3 位作者 Fade Chen Fei Guo Haojun Li Lilong Liu 《Satellite Navigation》 CSCD 2024年第3期252-268,共17页
Spaceborne global navigation satellite system-reflectometry has become an effective technique for Soil Moisture(SM)retrieval.However,the accuracy of global SM retrieval using a single model is limited due to the compl... Spaceborne global navigation satellite system-reflectometry has become an effective technique for Soil Moisture(SM)retrieval.However,the accuracy of global SM retrieval using a single model is limited due to the complexity of land surface.Introducing redundant ancillary data may also result in over-reliance problems.Therefore,we propose a method for SM retrieval that considers geographical disparities using the data from Cyclone GNSS(CYGNSS)obser-vations and Soil Moisture Active and Passive(SMAP)product.Based on the CYGNSS effective reflectivity and ancillary datasets of SMAP,we establish five models for each grid with different parameters to achieve global SM retrieval.Subsequently,an optimal model,determined by the performance indicator,is used for SM retrieval.The results show that the root mean square error SRMsE with the improved methodis decreased by 9.1%using SMAP SM as reference with the SRMsE=0.040 cm^(3)/cm^(3) compared with using single reflectivity-temperature-vegetation method.Additionally,using the in-situ SM of International Soil Moisture Network as reference,the overall correlation coeffcient R and SRMSE values with the improved method are 0.80 and 0.064 cm^(3)/cm^(3),respectively.The average R of the chosen sites is increased by 22.7%,and the average SRMse is decreased by 8.7%.The results indicate that the improved method can better retrieve SM in both global and local scales without redundant auxiliary data. 展开更多
关键词 Soil moisture(SM) Global navigation satellite system-reflectometry(gnss-r) Cyclone GNSS(CYGNSS) Geographical disparity
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Study on New Generation Spaceborne Rain and Cloud Measuring Radar System Techniques 被引量:1
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作者 商建 杨汝良 《Meteorological and Environmental Research》 CAS 2010年第9期4-8,11,共6页
Dual-frequency and multi-polarization spaceborne rain and cloud measuring radar is the inevitable trend of remote sensing techniques.Techniques of new generation dual-frequency and multi-polarization spaceborne rain a... Dual-frequency and multi-polarization spaceborne rain and cloud measuring radar is the inevitable trend of remote sensing techniques.Techniques of new generation dual-frequency and multi-polarization spaceborne rain and cloud measuring radar are studied systematically.Radar block diagram and main parameters are presented.Antenna subsystem scheme is analyzed and antenna parameters are proposed.Central electronic device subsystem scheme is given and data rate of spaceborne radar is calculated.This paper is a meaningful try for carrying out spaceborne rain and cloud measuring radar design,acting as a reference to Chinese spaceborne rain and cloud measuring radar design and production in future. 展开更多
关键词 spaceborne rain and cloud measuring radar Dual-frequency and multi-polarization Subsystem scheme China
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Spaceborne GPS receiver antenna phase center offset and variation estimation for the Shiyan 3 satellite 被引量:12
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作者 Gu Defeng Lai Yuwang +2 位作者 Liu Junhong Ju Bing Tu Jia 《Chinese Journal of Aeronautics》 SCIE EI CAS CSCD 2016年第5期1335-1344,共10页
In determining the orbits of low Earth orbit (LEO) satellites using spaceborne GPS, the errors caused by receiver antenna phase center offset (PCO) and phase center variations (PCVs) are gradually becoming a maj... In determining the orbits of low Earth orbit (LEO) satellites using spaceborne GPS, the errors caused by receiver antenna phase center offset (PCO) and phase center variations (PCVs) are gradually becoming a major limiting factor for continued improvements to accuracy. Shiyan 3, a small satellite mission for space technology experimentation and climate exploration, was developed by China and launched on November 5, 2008. The dual-frequency GPS receiver payload delivers 1 Hz data and provides the basis for precise orbit determination within the range of a few centimeters. The antenna PCO and PCV error characteristics and the principles influencing orbit determination are analyzed. The feasibility of PCO and PCV estimation and compensation in different directions is demonstrated through simulation and in-flight tests. The values of receiver antenna PCO and PCVs for Gravity Recovery and Climate Experiment (GRACE) and Shiyan 3 satellites are estimated from one month of data. A large and stable antenna PCO error, reaching up to 10.34 cm in the z-direction, is found with the Shiyan 3 satellite. The PCVs on the Shiyan 3 satellite are estimated and reach up to 3.0 cm, which is slightly larger than that of GRACE satellites. Orbit validation clearly improved with independent k-band ranging (KBR) and satellite laser ranging (SLR) measurements. For GRACE satellites, the average root mean square (RMS) of KBR residuals improved from 1.01 cm to 0.88 cm. For the Shiyan 3 satellite, the average RMS of SLR residuals improved from 4.95 cm to 4.06 cm. 展开更多
关键词 GRACE Phase center offset Phase center variations Shiyan 3 spaceborne GPS
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多源星基GNSS-R地表反射率全球差异性评估及其对土壤湿度的响应
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作者 魏浩翰 蔡玉蓝 +2 位作者 徐文洲 沈哲辉 郭沈凡 《全球定位系统》 2025年第2期79-88,共10页
星基全球导航卫星系统反射测量(Global Navigation Satellite System Reflectometry,GNSS-R)技术已经成为大范围监测地表土壤湿度的一个有效手段.旋风全球导航卫星系统(Cyclone Global Navigation Satellite System,CYGNSS)以高时空分... 星基全球导航卫星系统反射测量(Global Navigation Satellite System Reflectometry,GNSS-R)技术已经成为大范围监测地表土壤湿度的一个有效手段.旋风全球导航卫星系统(Cyclone Global Navigation Satellite System,CYGNSS)以高时空分辨率的优势广泛应用于土壤湿度反演研究.2024年9月,土壤湿度主被动(soil moisture active passive,SMAP)遥感卫星首次公开了GNSS-R反射率数据.本文首先对多源GNSS-R地表反射率、SMAP卫星土壤湿度产品和第五代全球气候和天气再分析数据集(fifth generation ECMWF atmospheric reanalysis of the global climate,ERA5)土壤湿度产品进行时空匹配;其次讨论不同地理纬度、不同土地类型、不同植被光学厚度情况下CYGNSS和SMAP的星基GNSS-R地表反射率在全球范围内的差异性,并提出了基于幂律函数的经验公式模型对它们的差异进行了修正;最后分析了星基GNSS-R地表反射率对土壤湿度的响应.结果表明:CYGNSS在38°S~38°N数据量充足且分布较均匀,有利于开展地表参数反演,而SMAP数据量偏少,但能覆盖中高纬度地区,二者具有互补性;在不同地理纬度、土地类型、植被光学厚度情况下,CYGNSS和SMAP的地表反射率在数值上存在非线性差异,这与二者接收到的信号频率和极化方式不同有很大关系,前者接收的是GPS L1频段的左旋圆极化反射信号,后者接收的是GPS L2C频段的水平和垂直线性极化反射信号,可用幂律函数很好地修正它们之间的差异;CYGNSS和SMAP的地表反射率与土壤湿度整体上存在较好的相关性.研究结果有利于未来开展多源星基GNSS-R反射率联合反演地表环境参数. 展开更多
关键词 星基全球导航卫星系统反射测量(gnss-r) 地表反射率 旋风全球导航卫星系统(CYGNSS) 土壤湿度主被动(SMAP)遥感卫星 土壤湿度
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A Method for Spaceborne Synthetic Remote Sensing of Atmospheric Aerosol Optical Depth and Vegetation Reflectance 被引量:6
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作者 邱金桓 《Advances in Atmospheric Sciences》 SCIE CAS CSCD 1998年第1期18-31,共14页
Spaceborne synthetic remote sensing of atmospheric aerosol optical depth and vegetation reflectance is very significant, but it remains to be a question unresolved yet. Based on the property of vegetation reflectance ... Spaceborne synthetic remote sensing of atmospheric aerosol optical depth and vegetation reflectance is very significant, but it remains to be a question unresolved yet. Based on the property of vegetation reflectance spectra from near ultra violet to near infrared and the sensitivity of outgoing radiance to vegetation reflectance and atmospheric aerosol optical depth, a new method for spaceborne synthetic remote sensing of the reflectance and the depth is proposed, and an iteration correlation inversion algorithm is developed in this paper. According to numerical experiment, effects of radiance error, error in aerosol imaginary index and vegetation medium inhomogeneity on retrieved result are analyzed. Inversion results show that the effect of error in aerosol imaginary index is very important. As the error of aerosol imaginary index is within 0.01, standard errors of aerosol optical depth and vegetation reflectance solutions for 14 spectral channels from 410 nm to 900 nm are respectively less than 0.063 and 0.023. And as the radiance error is within 2%, the standard errors are less than 0.023 and 0.0056. 展开更多
关键词 Vegetation reflectance Aerosol optical depth spaceborne remote sensing Sky radiance
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Application of Spectral Angle Mapper Classification to Discriminate Hydrothermal Alteration in Southwest Birjand, Iran, Using Advanced Spaceborne Thermal Emission and Reflection Radiometer Image Processing 被引量:5
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作者 Maryam ABDI Mohammd H. KARIMPOUR 《Acta Geologica Sinica(English Edition)》 SCIE CAS CSCD 2012年第5期1289-1296,共8页
The purpose of this study is to evaluate the Spectral Angle Mapper (SAM) classification method for determining the optimum threshold (maximum spectral angle) to unveil the hydrothermal mineral assemblages related ... The purpose of this study is to evaluate the Spectral Angle Mapper (SAM) classification method for determining the optimum threshold (maximum spectral angle) to unveil the hydrothermal mineral assemblages related to mineral deposits. The study area indicates good potential for Cu-Au porphyry, epithermal gold deposits and hydrothermal alteration well developed in arid and semiarid climates, which makes this region significant for Advanced Spaceborne Thermal Emission and Reflection Radiometer (ASTER) image processing analysis. Given that achieving an acceptable mineral mapping requires knowing the alteration patterns, petrochemistry and petrogenesis of the igneous rocks while considering the effect of weathering, overprinting of supergene alteration, overprinting of hypogene alteration and host rock spectral mixing, SAM classification was implemented for argillic, sericitic, propylitic, alunitization, silicification and iron oxide zones of six previously known mineral deposits: Maherabad, a Cu-Au porphyry system; Sheikhabad, an upper part of Cu-Au porphyry system; Khoonik, an Intrusion related Au system; Barmazid, a low sulfidation epithermal system; Khopik, a Cu-Au porphyry system; and Hanish, an epithermal Au system. Thus, the investigation showed that although the whole alteration zones are affected by mixing, it is also possible to produce a favorable hydrothermal mineral map by such complementary data as petrology, petrochemistry and alteration patterns. 展开更多
关键词 hydrothermal alteration Spectral Angle Mapper Advanced spaceborne Thermal Emission and Reflection Radiometer image process Iran
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Advances in spaceborne hyperspectral remote sensing in China 被引量:17
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作者 Yanfei Zhong Xinyu Wang +1 位作者 Shaoyu Wang Liangpei Zhang 《Geo-Spatial Information Science》 SCIE CSCD 2021年第1期95-120,I0012,共27页
With the maturation of satellite technology,Hyperspectral Remote Sensing(HRS)platforms have developed from the initial ground-based and airborne platforms into spaceborne platforms,which greatly promotes the civil app... With the maturation of satellite technology,Hyperspectral Remote Sensing(HRS)platforms have developed from the initial ground-based and airborne platforms into spaceborne platforms,which greatly promotes the civil application of HRS imagery in the fields of agriculture,forestry,and environmental monitoring.China is playing an important role in this evolution,especially in recent years,with the successful launch and operation of a series of civil hyper-spectral spacecraft and satellites,including the Shenzhou-3 spacecraft,the Gaofen-5 satellite,the SPARK satellite,the Zhuhai-1 satellite network for environmental and resources monitoring,the FengYun series of satellites for meteorological observation,and the Chang’E series of spacecraft for planetary exploration.The Chinese spaceborne HRS platforms have various new characteristics,such as the wide swath width,high spatial resolution,wide spectral range,hyperspectral satellite networks,and microsatellites.This paper focuses on the recent progress in Chinese spaceborne HRS,from the aspects of the typical satellite systems,the data processing,and the applications.In addition,the future development trends of HRS in China are also discussed and analyzed. 展开更多
关键词 Hyperspectral remote sensing spaceborne HRS hyperspectral image processing and remote sensing applications
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Wind vector retrieval algorithm from spaceborne lidar data 被引量:1
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作者 WANG Tianyu PAN Delu +1 位作者 HE Xianqiang WANG Difeng 《Acta Oceanologica Sinica》 SCIE CAS CSCD 2014年第3期129-135,共7页
The principal purpose of this paper is to extract entire sea surface wind's information from spaceborne lidar, and particularly to utilize a appropriate algorithm for removing the interference information due to whit... The principal purpose of this paper is to extract entire sea surface wind's information from spaceborne lidar, and particularly to utilize a appropriate algorithm for removing the interference information due to white caps and subsurface water. Wind speeds are obtained through empirical relationship with sea surface mean square slopes. Wind directions are derived from relationship between wind speeds and wind directions im plied in CMOD5n geophysical models function (GMF). Whitecaps backscattering signals were distinguished with the help of lidar depolarization ratio measurements and rectified by whitecaps coverage equation. Subsurface water backscattering signals were corrected by means of inverse distance weighted (IDW) from neighborhood non-singular data with optimal subsurface water backscattering calibration parameters. To verify the algorithm reliably, it selected NDBC's TAO buoy-laying area as survey region in camparison with buoys' wind field data and METOP satellite ASCAT of 25 km single orbit wind field data after temporal-spa tial matching. Validation results showed that the retrieval algorithm works well in terms of root mean square error (RMSE) less than 2m/s and wind direction's RMSE less than 21 degree. 展开更多
关键词 remote sensing spaceborne Lidar wind retrieval GMF
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First spaceborne demonstration of BeiDou-3 signals for GNSS reflectometry from CYGNSS constellation 被引量:4
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作者 Weiqiang LI Estel CARDELLACH +2 位作者 Serni RIBO Antonio RIUS Bo ZHOU 《Chinese Journal of Aeronautics》 SCIE EI CAS CSCD 2021年第9期1-10,共10页
The full constellation of Chinese Global Navigation Satellite System(GNSS)Bei Dou-3 has been deployed completely and started fully operational service.In addition to providing global Positioning,Navigation and Timing(... The full constellation of Chinese Global Navigation Satellite System(GNSS)Bei Dou-3 has been deployed completely and started fully operational service.In addition to providing global Positioning,Navigation and Timing(PNT)services,the Bei Dou-3 satellites transmissions can also be used as the sources of illumination for Earth Observation(EO)with a bistatic radar configuration.This innovative EO concept,known as GNSS reflectometry(GNSS-R),allows to measure the Earth surface characteristics at high resolution via the reflected L-band radar signals collected by a constellation of small,low cost and low Earth orbiting satellites.For the first time in orbit,earth reflected Bei Dou-3 signal has been detected from the limited sets of raw data collected by the NASA’s Cyclone GNSS(CYGNSS)constellation.The feasibility of spaceborne Bei Dou-3 reflections on two typical applications,including sea surface wind and flooding inundation detection,has been demonstrated.The methodology and results give new strength to the prospect of new spaceborne GNSS-R instruments and missions,which can make multi-GNSS reflectometry observations available to better capture rapidly changing weather systems at better spatio-temporal scales. 展开更多
关键词 Global Navigation Satellite System(GNSS) BeiDou-3 Small satellites Bistatic radar GNSS Reflectometry(gnss-r) CYGNSS Tropical cyclone Flood inundation
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ESTIMATION OF DOPPLER CENTROID FREQUENCY IN SPACEBORNE SCANSAR 被引量:3
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作者 Zou Xiufang Zhang Qunying 《Journal of Electronics(China)》 2008年第6期822-826,共5页
Doppler centroid frequency is an essential parameter in the imaging processing of the Scanning mode Synthetic Aperture Radar (ScanSAR). Inaccurate Doppler centroid frequency will result in ghost images in imaging resu... Doppler centroid frequency is an essential parameter in the imaging processing of the Scanning mode Synthetic Aperture Radar (ScanSAR). Inaccurate Doppler centroid frequency will result in ghost images in imaging result. In this letter, the principle and algorithms of Doppler centroid frequency estimation are introduced. Then the echo data of ScanSAR system is analyzed. Based on the algorithms of energy balancing and correlation Doppler estimator in the estimation of Doppler centroid frequency in strip mode SAR, an improved method for Doppler centroid frequency estimation in ScanSAR is proposed. The method has improved the accuracy of Doppler centroid frequency estimation in ScanSAR by zero padding between burst data. Finally, the proposed method is validated with the processing of ENVIronment SATellite Advanced Synthetic Aperture Radar (ENVISAT ASAR) wide swath raw data. 展开更多
关键词 spaceborne the Scanning mode Synthetic Aperture Radar (ScanSAR) Doppler centroid frequency Energy balancing Correlation Doppler estimator
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Sparse flight spotlight mode 3-D imaging of spaceborne SAR based on sparse spectrum and principal component analysis 被引量:2
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作者 ZHOU Kai LI Daojing +7 位作者 CUI Anjing HAN Dong TIAN He YU Haifeng DU Jianbo LIU Lei ZHU Yu ZHANG Running 《Journal of Systems Engineering and Electronics》 SCIE EI CSCD 2021年第5期1143-1151,共9页
The spaceborne synthetic aperture radar(SAR)sparse flight 3-D imaging technology through multiple observations of the cross-track direction is designed to form the cross-track equivalent aperture,and achieve the third... The spaceborne synthetic aperture radar(SAR)sparse flight 3-D imaging technology through multiple observations of the cross-track direction is designed to form the cross-track equivalent aperture,and achieve the third dimensionality recognition.In this paper,combined with the actual triple star orbits,a sparse flight spaceborne SAR 3-D imaging method based on the sparse spectrum of interferometry and the principal component analysis(PCA)is presented.Firstly,interferometric processing is utilized to reach an effective sparse representation of radar images in the frequency domain.Secondly,as a method with simple principle and fast calculation,the PCA is introduced to extract the main features of the image spectrum according to its principal characteristics.Finally,the 3-D image can be obtained by inverse transformation of the reconstructed spectrum by the PCA.The simulation results of 4.84 km equivalent cross-track aperture and corresponding 1.78 m cross-track resolution verify the effective suppression of this method on high-frequency sidelobe noise introduced by sparse flight with a sparsity of 49%and random noise introduced by the receiver.Meanwhile,due to the influence of orbit distribution of the actual triple star orbits,the simulation results of the sparse flight with the 7-bit Barker code orbits are given as a comparison and reference to illuminate the significance of orbit distribution for this reconstruction results.This method has prospects for sparse flight 3-D imaging in high latitude areas for its short revisit period. 展开更多
关键词 principal component analysis(PCA) spaceborne synthetic aperture radar(SAR) sparse flight sparse spectrum by interferometry 3-D imaging
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Statistical Modeling with a Hidden Markov Tree and High-resolution Interpolation for Spaceborne Radar Reflectivity in the Wavelet Domain 被引量:1
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作者 Leilei KOU Yinfeng JIANG +1 位作者 Aijun CHEN Zhenhui WANG 《Advances in Atmospheric Sciences》 SCIE CAS CSCD 2020年第12期1359-1374,共16页
With the increasing availability of precipitation radar data from space,enhancement of the resolution of spaceborne precipitation observations is important,particularly for hazard prediction and climate modeling at lo... With the increasing availability of precipitation radar data from space,enhancement of the resolution of spaceborne precipitation observations is important,particularly for hazard prediction and climate modeling at local scales relevant to extreme precipitation intensities and gradients.In this paper,the statistical characteristics of radar precipitation reflectivity data are studied and modeled using a hidden Markov tree(HMT)in the wavelet domain.Then,a high-resolution interpolation algorithm is proposed for spaceborne radar reflectivity using the HMT model as prior information.Owing to the small and transient storm elements embedded in the larger and slowly varying elements,the radar precipitation data exhibit distinct multiscale statistical properties,including a non-Gaussian structure and scale-to-scale dependency.An HMT model can capture well the statistical properties of radar precipitation,where the wavelet coefficients in each sub-band are characterized as a Gaussian mixture model(GMM),and the wavelet coefficients from the coarse scale to fine scale are described using a multiscale Markov process.The state probabilities of the GMM are determined using the expectation maximization method,and other parameters,for instance,the variance decay parameters in the HMT model are learned and estimated from high-resolution ground radar reflectivity images.Using the prior model,the wavelet coefficients at finer scales are estimated using local Wiener filtering.The interpolation algorithm is validated using data from the precipitation radar onboard the Tropical Rainfall Measurement Mission satellite,and the reconstructed results are found to be able to enhance the spatial resolution while optimally reproducing the local extremes and gradients. 展开更多
关键词 spaceborne precipitation radar hidden Markov tree model Gaussian mixture model interpolation in the wavelet domain multiscale statistical properties
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Forest terrain and canopy height estimation using stereo images and spaceborne LiDAR data from GF-7 satellite 被引量:2
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作者 Liming Du Yong Pang +4 位作者 Wenjian Ni Xiaojun Liang Zengyuan Li Juan Suarez Wei Wei 《Geo-Spatial Information Science》 CSCD 2024年第3期811-821,共11页
Accurate estimation of forest terrain and canopy height is crucial for timely understanding of forest growth.Gao Fen-7(GF-7)Satellite is China’s first sub-meter-level three-dimensional(3D)mapping satellite for civili... Accurate estimation of forest terrain and canopy height is crucial for timely understanding of forest growth.Gao Fen-7(GF-7)Satellite is China’s first sub-meter-level three-dimensional(3D)mapping satellite for civilian use,which was equipped with a two-line-array stereo mapping camera and a laser altimeter system that can provide stereo images and full waveform LiDAR data simultaneously.Most of the existing studies have concentrated on evaluating the accuracy of GF-7 for topographic survey in bare land,but few have in-depth studied its ability to measure forest terrain elevation and canopy height.The purpose of this study is to evaluate the potential of GF-7 LiDAR and stereo image for forest terrain and height measurement.The Airborne Laser Scanning(ALS)data were utilized to generate reference terrain and forest vertical information.The validation test was conducted in Pu’er City,Yunnan Province of China,and encouraging results have obtained.The GF-7 LiDAR data obtained the accuracy of forest terrain elevation with RMSE of 8.01 m when 21 available laser footprints were used for results verification;meanwhile,when it was used to calculate the forest height,R^(2)of 0.84 and RMSE of 3.2 m were obtained although only seven effective footprints were used for result verification.The canopy height values obtained from GF-7 stereo images have also been proven to have high accuracy with the resolution of 20 m×20 m compared with ALS data(R2=0.88,RMSE=2.98 m).When the results were verified at the forest sub-compartment scale that taking into account the forest types,further higher accuracy(R^(2)=0.96,RMSE=1.23 m)was obtained.These results show that GF-7 has considerable application potential in forest resources monitoring. 展开更多
关键词 Gao Fen-7(GF-7) spaceborne LiDAR stereo image Airborne Laser Scanning(ALS) forest height Pu’er
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IMAGING AND MTI PROCESSING BASED ON DUAL-FREQUENCIES DUAL-APERTURES SPACEBORNE SAR 被引量:1
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作者 Yin Jianfeng Li Daojing Wu Yirong 《Journal of Electronics(China)》 2009年第1期38-44,共7页
Based on dual-frequencies dual-apertures spaceborne SAR (Synthetic Aperture Radar), a new SAR system with four receiving channels and two operation modes is presented in this paper, SAR imaging and Moving Target Ind... Based on dual-frequencies dual-apertures spaceborne SAR (Synthetic Aperture Radar), a new SAR system with four receiving channels and two operation modes is presented in this paper, SAR imaging and Moving Target Indication (MTI) are studied in this system. High resolution imaging with wide swath is implemented by the Mode Ⅰ, and MTI is completed by the Mode Ⅱ. High azimuth resolution is achieved by the Displaced Phase Center (DPC) multibeam technique. And the Coherent Accumulation (CA) method, which combines dual channels data of different carrier frequency, is used to enhance the range resolution. For the data of different carrier frequency, the two aperture interferometric processing is executed to implement clutter cancellation, respectively. And the couple of clutter suppressed data are employed to implement Dual Carrier Frequency Conjugate Processing (DCFCP), then both slow and fast moving targets detection can be completed, followed by moving target imaging. The simulation results show the validity of the signal processing method of this new SAR system. 展开更多
关键词 spaceborne Synthetic Aperture Radar (SAR) Dual-frequencies dual-apertures Enhancing range resolution Slow and fast moving target detection Moving target imaging
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A Chirp Scaling Algorithm for Spaceborne SAR System with Large Squint Angle
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作者 张劲林 顾建政 +1 位作者 许荣庆 刘永坦 《Journal of Harbin Institute of Technology(New Series)》 EI CAS 1998年第4期80-84,共5页
A new Chirp Scaling algorithm for spaceborne synthetic aperture radar(SAR) with large squint angle is presented and compared with the Range-Doppler algorithm and the algorithm in literatur [6] in the paper. The simula... A new Chirp Scaling algorithm for spaceborne synthetic aperture radar(SAR) with large squint angle is presented and compared with the Range-Doppler algorithm and the algorithm in literatur [6] in the paper. The simulation results of processing point target echocs show that the algorithm developed in this paper can give more accurate image especially in the case of large squint angle. 展开更多
关键词 spaceborne SYNTHETIC APERTURE RADAR SAR CHIRP SCALING algorithm
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美国星载边缘探索计算机Spaceborne Computer-2太空应用概况及启发 被引量:1
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作者 李欣 曹大成 《智能计算机与应用》 2024年第6期140-144,共5页
低成本、高性能、高可靠、智能化以及高实时性是未来太空计算机技术的重要特点。美国Spaceborne Computer-2(SBC-2)星载计算机集低成本、高性能、云端处理、软件抗加等优势于一体,具备星上实时高速计算、极端环境图像处理、故障数据保... 低成本、高性能、高可靠、智能化以及高实时性是未来太空计算机技术的重要特点。美国Spaceborne Computer-2(SBC-2)星载计算机集低成本、高性能、云端处理、软件抗加等优势于一体,具备星上实时高速计算、极端环境图像处理、故障数据保存和任务恢复等能力,可实现AI检测、太空边缘探索、极端环境预测、星上3D打印等功能。目前该计算机已圆满完成在轨各项测试试验任务,满足在轨实时计算处理、低延时数据传输、故障检测及任务恢复等要求,为太空边缘探索和人工智能应用发展奠定了基础。本文对SBC-2计算机发展现状、应用软件、硬件组成及主要用途进行概述,并初步探讨了其对国内星载高性能计算机发展的借鉴意义。 展开更多
关键词 spaceborne Computer-2(SBC-2) 人工智能 边缘计算
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ON STUDY OF SPACEBORNE SAR SYSTEMS BY SIMULATIONS
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作者 向敬成 韩春林 王意青 《Journal of Electronics(China)》 1992年第2期129-139,共11页
The mathematical model of spaceborne SAR systems and its computer simulationsare described. Results of computer simulations about range migration, range migration correction,azimuth weighting and signal generation/pro... The mathematical model of spaceborne SAR systems and its computer simulationsare described. Results of computer simulations about range migration, range migration correction,azimuth weighting and signal generation/processing are given. This software can be used tosimulate the dynamic processes in spaceborne SAR systems, to develop new signal processingtechniques and to evaluate the performance of the designed system. 展开更多
关键词 spaceborne SAR system SIMULATION DIGITAL SIGNAL PROCESSING
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星载GNSS-R与散射计联合探测能力分析及其海陆典型应用
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作者 万献慈 万玮 +1 位作者 郭祉辀 胡秀清 《遥感学报》 北大核心 2025年第8期2544-2558,共15页
星载卫星导航系统反射计GNSS-R(Global Navigation Satellite System-Reflectometry)具有独特的前向散射观测方式、较高的空间分辨率以及小卫星组网条件下的高频次观测潜力,可与传统主被动微波遥感手段形成优势互补。传统的主动微波遥... 星载卫星导航系统反射计GNSS-R(Global Navigation Satellite System-Reflectometry)具有独特的前向散射观测方式、较高的空间分辨率以及小卫星组网条件下的高频次观测潜力,可与传统主被动微波遥感手段形成优势互补。传统的主动微波遥感散射计与GNSS-R空间尺度相近,二者在前、后向散射机理、主、被动观测模式等方面具有显著互补性。为寻求星载GNSS-R应用突破,本文从理论和应用两个层面,基于星载GNSS-R和散射计的工作特点,深入分析星载GNSS-R与散射计的联合探测能力,并结合海面风速、土壤湿度两个典型海陆应用场景分别进行试验。结果表明:在近实时应用场景下,二者联合比单源传感器在共同观测区域海面风速反演的均方根误差至少降低了13%;在大尺度应用场景下,具备将联合高精度优势拓展至散射计全域的可行性,将单源散射计全域土壤湿度反演的均方根误差至少降低了6%。因此,未来海陆参量反演研究可从信号源出发,针对二者的观测几何、极化组合、波段组合等在具体场景深入研究,从而拓宽反演方法及应用模式。 展开更多
关键词 星载gnss-r 散射计 前向散射 后向散射 联合反演 海面风速 土壤湿度 时延—多普勒图 反射率 归一化雷达截面
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