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Reliable transmission of consultative committee for space data systems file delivery protocol in deep space communication 被引量:7
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作者 Hui Li Hao Luo Faxin Yu Zheming Lu 《Journal of Systems Engineering and Electronics》 SCIE EI CSCD 2010年第3期349-354,共6页
In consultative committee for space data systems(CCSDS) file delivery protocol(CFDP) recommendation of reliable transmission,there are no detail transmission procedure and delay calculation of prompted negative ac... In consultative committee for space data systems(CCSDS) file delivery protocol(CFDP) recommendation of reliable transmission,there are no detail transmission procedure and delay calculation of prompted negative acknowledge and asynchronous negative acknowledge models.CFDP is designed to provide data and storage management,story and forward,custody transfer and reliable end-to-end delivery over deep space characterized by huge latency,intermittent link,asymmetric bandwidth and big bit error rate(BER).Four reliable transmission models are analyzed and an expected file-delivery time is calculated with different trans-mission rates,numbers and sizes of packet data units,BERs and frequencies of external events,etc.By comparison of four CFDP models,the requirement of BER for typical missions in deep space is obtained and rules of choosing CFDP models under different uplink state informations are given,which provides references for protocol models selection,utilization and modification. 展开更多
关键词 deep space communication consultative committee for space data systems (CCSDS) CCSDS file delivery protocol (CFDP) RELIABLE delay.
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Modeling and Simulation Study of Space Data Link Protocol
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作者 Ismail Hababeh Rizik M. H. Al-Sayyed +2 位作者 Ja’far Alqatawna Yousef Majdalawi Marwan Nabelsi 《International Journal of Communications, Network and System Sciences》 2014年第10期440-452,共13页
This research paper describes the design and implementation of the Consultative Committee for Space Data Systems (CCSDS) standards REF _Ref401069962 \r \h \* MERGEFORMAT [1] for Space Data Link Layer Protocol (SDLP). ... This research paper describes the design and implementation of the Consultative Committee for Space Data Systems (CCSDS) standards REF _Ref401069962 \r \h \* MERGEFORMAT [1] for Space Data Link Layer Protocol (SDLP). The primer focus is the telecommand (TC) part of the standard. The implementation of the standard was in the form of DLL functions using C++ programming language. The second objective of this paper was to use the DLL functions with OMNeT++ simulating environment to create a simulator in order to analyze the mean end-to-end Packet Delay, maximum achievable application layer throughput for a given fixed link capacity and normalized protocol overhead, defined as the total number of bytes transmitted on the link in a given period of time (e.g. per second) divided by the number of bytes of application data received at the application layer model data sink. In addition, the DLL was also integrated with Ground Support Equipment Operating System (GSEOS), a software system for space instruments and small spacecrafts especially suited for low budget missions. The SDLP is designed for rapid test system design and high flexibility for changing telemetry and command requirements. GSEOS can be seamlessly moved from EM/FM development (bench testing) to flight operations. It features the Python programming language as a configuration/scripting tool and can easily be extended to accommodate custom hardware interfaces. This paper also shows the results of the simulations and its analysis. 展开更多
关键词 Consultative COMMITTEE for space data Systems Standards space data Link PROTOCOL Mean END-TO-END Packet Delay Maximum Achievable Application Layer Throughput Normalized PROTOCOL OVERHEAD Telecommand spacecrafts space Instruments
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数据空间建设的实践进展与运营模式分析——基于Data Spaces Radar的案例
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作者 夏义堃 程铄 +1 位作者 王雪 钱锦琳 《图书与情报》 CSSCI 北大核心 2024年第2期18-32,共15页
数据空间建设为数据要素的价值实现提供了可资借鉴的实践经验,全面解析其实践进展与运营模式,有助于破解数据流通的现实堵点、拓展数据利用的发展思路。文章首先将结构主义分析方法中的案例研究法作为主要研究方法,综合运用文献调研、... 数据空间建设为数据要素的价值实现提供了可资借鉴的实践经验,全面解析其实践进展与运营模式,有助于破解数据流通的现实堵点、拓展数据利用的发展思路。文章首先将结构主义分析方法中的案例研究法作为主要研究方法,综合运用文献调研、比较分析等方法,以Data Spaces Radar为案例来源,从实践进展、运营模式、核心要素等维度提炼数据空间建设特征。其次,在制度与技术的双轮驱动下,数据空间建设秉持制度规范统一性、技术设计整体性和治理模式协同性的架构原则,并按照产业思维、底线思维、信任思维、链式思维、集约思维的底层逻辑,形成较为完整的运营体系。未来应着力探索和解决数据空间视域下的数据资源价值化开发路径,针对数据流通堵点、利用痛点及信任难点问题,从体制机制、政策框架与技术应用等角度为推进我国的数据要素流通利用提供有益参考。 展开更多
关键词 数据空间 数据流通利用 数据自主权 运营模式 数据信任
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《空间数据与信息传输系统 航天器SpaceFibre总线通信协议》国家标准解读
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作者 牛跃华 许冬彦 周玉霞 《航天标准化》 2024年第2期36-38,共3页
SpaceFibre总线是专门面向新一代智能航天器在轨海量数据可靠传输设计的新型超高速组网互联技术,其提供了优先级、带宽预留和时隙规划等多种服务质量保证机制,支持最高50Gbps的超高链路传输带宽,具备数据检错重传、链路状态机管理、多... SpaceFibre总线是专门面向新一代智能航天器在轨海量数据可靠传输设计的新型超高速组网互联技术,其提供了优先级、带宽预留和时隙规划等多种服务质量保证机制,支持最高50Gbps的超高链路传输带宽,具备数据检错重传、链路状态机管理、多信道冗余与平滑降级等多层级容错机制,在航天器安全关键应用领域具有显著优势。制定GB/T 43670—2024《空间数据与信息传输系统SpaceFibre总线通信协议标准》,对于支持SpaceFibre核心芯片和网络系统研制,保证各类星载高性能处理设备之间高速通信接口一致性和匹配性,实现整星系统快速集成测试和不同航天器之间产品可重用性具有极其重要的意义。 展开更多
关键词 空间数据与信息传输系统 航天器 spaceFibre 超高速 总线 服务质量 容错
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Research on multiple elimination methods in inverse data space based on randomized singular value decomposition 被引量:1
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作者 WANG Tiexing WANG Deli +2 位作者 HU Bin SUN Jing SU Xiaobo 《Global Geology》 2017年第1期59-63,共5页
Based on surfaced-related multiple elimination (SRME) , this research has derived the methods on multiples elimination in the inverse data space. Inverse data processing means moving seismic data from forwar... Based on surfaced-related multiple elimination (SRME) , this research has derived the methods on multiples elimination in the inverse data space. Inverse data processing means moving seismic data from forward data space (FDS) to inverse data space ( IDS) . The surface-related multiples and primaries can then be sepa-rated in the IDS, since surface-related multiples wi l l form a focus region in the IDS. Muting the multiples ener-gy can achieve the purpose of multiples elimination and avoid the damage to primaries energy during the process of adaptive subtraction. Randomized singular value decomposition ( RSYD) is used to enhance calculation speed and improve the accuracy in the conversion of FDS to IDS. The synthetic shot record of the salt dome model shows that the relationship between primaries and multiples is simple and clear, and RSVD can easily eliminate multiples and save primaries energy. Compared with conventional multiples elimination methods and ordinary methods of multiples elimination in the inverse data space, this technique has an advantage of high cal-culation speed and reliable outcomes. 展开更多
关键词 multiple elimination SRME inverse data space feedback model RSYD
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Constructing Three-Dimension Space Graph for Outlier Detection Algorithms in Data Mining 被引量:1
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作者 ZHANG Jing 1,2 , SUN Zhi-hui 1 1.Department of Computer Science and Engineering, Southeast University, Nanjing 210096, Jiangsu, China 2.Department of Electricity and Information Engineering, Jiangsu University, Zhenjiang 212001, Jiangsu, China 《Wuhan University Journal of Natural Sciences》 EI CAS 2004年第5期585-589,共5页
Outlier detection has very important applied value in data mining literature. Different outlier detection algorithms based on distinct theories have different definitions and mining processes. The three-dimensional sp... Outlier detection has very important applied value in data mining literature. Different outlier detection algorithms based on distinct theories have different definitions and mining processes. The three-dimensional space graph for constructing applied algorithms and an improved GridOf algorithm were proposed in terms of analyzing the existing outlier detection algorithms from criterion and theory. Key words outlier - detection - three-dimensional space graph - data mining CLC number TP 311. 13 - TP 391 Foundation item: Supported by the National Natural Science Foundation of China (70371015)Biography: ZHANG Jing (1975-), female, Ph. D, lecturer, research direction: data mining and knowledge discovery. 展开更多
关键词 OUTLIER DETECTION three-dimensional space graph data mining
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THE STATE SPACE RECONSTRUCTION TECHNOLOGY OF DIFFERENT KINDS OF CHAOTIC DATA OBTAINED FROM DYNAMICAL SYSTEM 被引量:4
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作者 陈予恕 马军海 刘曾荣 《Acta Mechanica Sinica》 SCIE EI CAS CSCD 1999年第1期82-92,共11页
Certain deterministic nonlinear systems may show chaotic behavior. We consider the motion of qualitative information and the practicalities of extracting a part from chaotic experimental data. Our approach based on a ... Certain deterministic nonlinear systems may show chaotic behavior. We consider the motion of qualitative information and the practicalities of extracting a part from chaotic experimental data. Our approach based on a theorem of Takens draws on the ideas from the generalized theory of information known as singular system analysis. We illustrate this technique by numerical data from the chaotic region of the chaotic experimental data. The method of the singular-value decomposition is used to calculate the eigenvalues of embedding space matrix. The corresponding concrete algorithm to calculate eigenvectors and to obtain the basis of embedding vector space is proposed in this paper. The projection on the orthogonal basis generated by eigenvectors of timeseries data and concrete paradigm are also provided here. Meanwhile the state space reconstruction technology of different kinds of chaotic data obtained from dynamical system has also been discussed in detail. 展开更多
关键词 nonlinear chaotic data embedding space matrix eigenvalue and eigenvector state space reconstruction
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Experiment on diffuse reflection laser ranging to space debris and data analysis 被引量:8
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作者 Hao Sun Hai-Feng Zhang +1 位作者 Zhong-Ping Zhang Bin Wu 《Research in Astronomy and Astrophysics》 SCIE CAS CSCD 2015年第6期909-917,共9页
Space debris poses a serious threat to human space activities and needs to be measured and cataloged. As a new technology for space target surveillance, the measurement accuracy of diffuse reflection laser ranging (D... Space debris poses a serious threat to human space activities and needs to be measured and cataloged. As a new technology for space target surveillance, the measurement accuracy of diffuse reflection laser ranging (DRLR) is much higher than that of microwave radar and optoelectronic measurement. Based on the laser ranging data of space debris from the DRLR system at Shanghai Astronomical Observatory acquired in March-April, 2013, the characteristics and precision of the laser ranging data are analyzed and their applications in orbit determination of space debris are discussed, which is implemented for the first time in China. The experiment indicates that the precision of laser ranging data can reach 39 cm-228 cm. When the data are sufficient enough (four arcs measured over three days), the orbital accuracy of space debris can be up to 50 m. 展开更多
关键词 space vehicles -- astrometry -- celestial mechanics -- methods data analysis
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Direct data domain approach to space-time adaptive processing 被引量:2
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作者 Wen Xiaoqin Han Chongzhao 《Journal of Systems Engineering and Electronics》 SCIE EI CSCD 2006年第1期59-64,共6页
In non-homogeneous environment, traditional space-time adaptive processing doesn't effectively suppress interference and detect target, because the secondary data don' t exactly reflect the statistical characteristi... In non-homogeneous environment, traditional space-time adaptive processing doesn't effectively suppress interference and detect target, because the secondary data don' t exactly reflect the statistical characteristic of the range cell under test. A ravel methodology utilizing the direct data domain approach to space-time adaptive processing ( STAP ) in airbome radar non-homogeneous environments is presented. The deterministic least squares adaptive signal processing technique operates on a "snapshot-by-snapshot" basis to dethrone the adaptive adaptive weights for nulling interferences and estimating signal of interest (SOI). Furthermore, this approach eliminates the requirement for estimating the covariance through the data of neighboring range cell, which eliminates calculating the inverse of covariance, and can be implemented to operate in real-time. Simulation results illustrate the efficiency of interference suppression in non-homogeneous environment. 展开更多
关键词 space-time adaptive processing direct data domain interference suppression.
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Evidences of the expanding Earth from space-geodetic data over solid land and sea level rise in recent two decades 被引量:2
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作者 Shen Wenbin Shen Ziyu +1 位作者 Sun Rong Barkin Yuri 《Geodesy and Geodynamics》 2015年第4期248-252,共5页
According to the space-geodetic data recorded at globally distributed stations over solid land spanning a period of more than 20-years under the International Terrestrial Reference Frame 2008,our previous estimate of ... According to the space-geodetic data recorded at globally distributed stations over solid land spanning a period of more than 20-years under the International Terrestrial Reference Frame 2008,our previous estimate of the average-weighted vertical variation of the Earth's solid surface suggests that the Earth's solid part is expanding at a rate of 0.24 ± 0.05 mm/a in recent two decades.In another aspect,the satellite altimetry observations spanning recent two decades demonstrate the sea level rise(SLR) rate 3.2 ± 0.4 mm/a,of which1.8 ± 0.5 mm/a is contributed by the ice melting over land.This study shows that the oceanic thermal expansion is 1.0 ± 0.1 mm/a due to the temperature increase in recent half century,which coincides with the estimate provided by previous authors.The SLR observation by altimetry is not balanced by the ice melting and thermal expansion,which is an open problem before this study.However,in this study we infer that the oceanic part of the Earth is expanding at a rate about 0.4 mm/a.Combining the expansion rates of land part and oceanic part,we conclude that the Earth is expanding at a rate of 0.35 ± 0.47 mm/a in recent two decades.If the Earth expands at this rate,then the altimetry-observed SLR can be well explained. 展开更多
关键词 ITRF2008 coordinates Ice melting Thermal expansion Earth expansion Sea level rise (SLR)space-geodetic data Velocities altimetry Earth's solid surface
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Correspondence Analysis on a Space-Time Data Set for Multiple Environmental Variables
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作者 Palma Monica 《International Journal of Geosciences》 2015年第10期1154-1165,共12页
Applications of the multivariate technique called correspondence analysis for environmental studies are relatively new and are limited to spatial multivariate data set. In this paper, a procedure of applying correspon... Applications of the multivariate technique called correspondence analysis for environmental studies are relatively new and are limited to spatial multivariate data set. In this paper, a procedure of applying correspondence analysis to a large space-time data set for multiple environmental variables is shown. In particular, nitrogen dioxide and carbon monoxide hourly concentrations measured during January 1999 at several monitored stations in a district of Northern Italy are analyzed. The procedure consists in transforming the continuous variables into categorical ones by the means of appropriate indicator variables, generating special contingency tables and applying correspondence analysis. The use of this classical multivariate technique allows the identification of important relationships among pollution levels and monitoring stations and/or relationships among pollution levels and observation times. 展开更多
关键词 space-TIME data INDICATOR TRANSFORM CORRESPONDENCE Analysis
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数字人体空间数据的Metadata 被引量:4
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作者 毕思文 《中国医学影像技术》 CSCD 2003年第z1期140-145,共6页
笔者首先介绍了Metadata的发展背景和现状 ;然后研究了数字人体空间数据Metadata的理论基础、体系结构 ;最后阐述了数字人体空间数据Metadata的实现和今后研究的趋势。
关键词 数字人体 空间数据 METAdata
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基于CiteSpace的教育大数据研究热点与趋势分析 被引量:315
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作者 王娟 陈世超 +1 位作者 王林丽 杨现民 《现代教育技术》 CSSCI 2016年第2期5-13,共9页
大数据时代来临,教育领域积累了海量数据。文章以中国知网(CNKI)数据库收录的924篇及Google学术收录的204篇与教育大数据相关的期刊论文为研究对象,运用信息可视化软件Cite Space,以时空知识图谱及内容知识图谱分析为主要研究方法,揭... 大数据时代来临,教育领域积累了海量数据。文章以中国知网(CNKI)数据库收录的924篇及Google学术收录的204篇与教育大数据相关的期刊论文为研究对象,运用信息可视化软件Cite Space,以时空知识图谱及内容知识图谱分析为主要研究方法,揭示了国内外教育大数据的研究热点及发展趋势。分析发现,教育大数据研究呈现如下特点:从时间上看,研究在2013年开始集中涌现,2014-2015年进入大规模发展阶段;从内容上看,研究热点有"大数据"、"大数据时代"、"学习分析及技术"、"数据挖掘"等。为此,文章给出进一步的总结和思考,以期为教育大数据的深入研究、实践探索和产业推进提供参考。 展开更多
关键词 教育大数据 热点 趋势 CITEspace
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An image compression method for space multispectral time delay and integration charge coupled device camera
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作者 李进 金龙旭 张然峰 《Chinese Physics B》 SCIE EI CAS CSCD 2013年第6期360-365,共6页
Multispectral time delay and integration charge coupled device (TDICCD) image compression requires a low- complexity encoder because it is usually completed on board where the energy and memory are limited. The Cons... Multispectral time delay and integration charge coupled device (TDICCD) image compression requires a low- complexity encoder because it is usually completed on board where the energy and memory are limited. The Consultative Committee for Space Data Systems (CCSDS) has proposed an image data compression (CCSDS-IDC) algorithm which is so far most widely implemented in hardware. However, it cannot reduce spectral redundancy in mukispectral images. In this paper, we propose a low-complexity improved CCSDS-IDC (ICCSDS-IDC)-based distributed source coding (DSC) scheme for multispectral TDICCD image consisting of a few bands. Our scheme is based on an ICCSDS-IDC approach that uses a bit plane extractor to parse the differences in the original image and its wavelet transformed coefficient. The output of bit plane extractor will be encoded by a first order entropy coder. Low-density parity-check-based Slepian-Wolf (SW) coder is adopted to implement the DSC strategy. Experimental results on space multispectral TDICCD images show that the proposed scheme significantly outperforms the CCSDS-IDC-based coder in each band. 展开更多
关键词 multispectral CCD images Consultative Committee for space data Systems - image data compression (CCSDS-IDC) distributed source coding (DSC)
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国内Data Curation研究文献的可视化分析 被引量:1
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作者 潘煦 《图书情报导刊》 2017年第6期74-78,共5页
搜集了CSSCI数据库中收录的2011—2016年间国内有关Data Curation的期刊论文,运用可视化工具从文献时间、被引期刊、研究力量、关键文献及作者分布等5方面进行可视化分析,以了解国内Data Curation的研究态势及发展趋势,为后续相关领域... 搜集了CSSCI数据库中收录的2011—2016年间国内有关Data Curation的期刊论文,运用可视化工具从文献时间、被引期刊、研究力量、关键文献及作者分布等5方面进行可视化分析,以了解国内Data Curation的研究态势及发展趋势,为后续相关领域研究提供参考。 展开更多
关键词 data CURATION Cite space 可视化分析
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基于Citespace的三维可视化地质建模技术研究
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作者 周红 邓方迪 《建井技术》 2021年第4期27-31,共5页
地下空间信息是智慧城市建设的重要组成部分。采用三维地质信息模型创建技术,可以对地质情况进行可视化描述,方便地下空间设计和数据管理。采用文献分析法,运用Citespace,对国内外文献进行可视化分析,综述了三维地质模型的研究历史和现... 地下空间信息是智慧城市建设的重要组成部分。采用三维地质信息模型创建技术,可以对地质情况进行可视化描述,方便地下空间设计和数据管理。采用文献分析法,运用Citespace,对国内外文献进行可视化分析,综述了三维地质模型的研究历史和现状,并对三维地质模型的研究热点和演进趋势做了分析,总结了三维地质空间数据模型的分类方法和可视化技术的发展与现状。进而从数据处理的角度,讨论了三维地质建模方法的发展进程,总结了三维地质建模软件的开发现状,提出了三维地质建模技术在地质勘察阶段全寿命期信息模型交付中的作用和未来的研究工作。 展开更多
关键词 三维地质建模 空间数据模型 三维可视化技术
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基于Cite Space的国内体育大数据研究热点嬗变及主题分析 被引量:4
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作者 高蕾 林剑峰 宋亮 《黑龙江科学》 2021年第20期156-164,共9页
以中国知网(CNKI)数据库中有关“体育大数据”主题的824篇文献为研究对象,采用计量学工具Cite Space可视化软件,对相关数据进行处理,并对结果分别从年发文量、作者共现、机构共现、关键词共现、主题聚类等5个维度进行分析,揭示近20年来... 以中国知网(CNKI)数据库中有关“体育大数据”主题的824篇文献为研究对象,采用计量学工具Cite Space可视化软件,对相关数据进行处理,并对结果分别从年发文量、作者共现、机构共现、关键词共现、主题聚类等5个维度进行分析,揭示近20年来我国体育大数据研究热点的嬗变,为我国体育大数据的进一步研究提供借鉴。结果发现,我国体育大数据近20年的发文数量呈波浪式增长趋势,经历了研究热点分散的初始期(20022015年)、以体育旅游等为热点的发展期(20162018年)、以体育消费等为热点的趋稳期(20192021年)。体育大数据研究的核心主题分别是体育产业发展应用、体育教学领域的应用、全民健身服务应用、竞技体育管理应用。基于此,应加强大数据与军事体育、大数据与民族民俗体育的研究,以推进大数据在体育领域中的应用。 展开更多
关键词 Cite space 大数据 计量学 可视化
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空间高速总线SpaceWire节点的设计与实现 被引量:5
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作者 陈大羽 王琨 +2 位作者 李涛 雷宁 武文波 《航天返回与遥感》 2010年第4期58-64,共7页
根据SpaceWire总线的组成结构以及采用的数据-滤波编解码技术,针对SpaceWire节点需要与主机设备、SpaceWire接口设备进行异步交互的特点,文章给出了一种SpaceWire节点的高效实现方案。首先,该方案在硬件设计中采用了SpaceWire节点的多... 根据SpaceWire总线的组成结构以及采用的数据-滤波编解码技术,针对SpaceWire节点需要与主机设备、SpaceWire接口设备进行异步交互的特点,文章给出了一种SpaceWire节点的高效实现方案。首先,该方案在硬件设计中采用了SpaceWire节点的多时钟域设计,使得节点整体性能得以显著提升;第二,采用双倍数据速率寄存器设计来降低SpaceWire节点发送端设计难度,解决了高速数据发送问题;第三,采用手动布局接收端的底层器件来满足时序要求,解决了高速数据接收问题;第四,计算出接收端RX FIFO的理论读出时钟频率指导硬件程序设计。在此基础上,采用SpaceWire节点的点对点数据传输实验对文章设计验证,结果表明文章给出的方案可以工作在240MHz时钟频率下,满足空间高速数据传输中高可靠性、低误码率和低复杂度的要求。 展开更多
关键词 总线节点设计 数据-滤波编码 多时钟域设计 现场可编程逻辑阵列 航天应用
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2D joint inversion of CSAMT and magnetic data based on cross-gradient theory 被引量:5
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作者 Wang Kun-Peng Tan Han-Dong Wang Tao 《Applied Geophysics》 SCIE CSCD 2017年第2期279-290,324,共13页
A two-dimensional forward and backward algorithm for the controlled-source audio-frequency magnetotelluric (CSAMT) method is developed to invert data in the entire region (near, transition, and far) and deal with ... A two-dimensional forward and backward algorithm for the controlled-source audio-frequency magnetotelluric (CSAMT) method is developed to invert data in the entire region (near, transition, and far) and deal with the effects of artificial sources. First, a regularization factor is introduced in the 2D magnetic inversion, and the magnetic susceptibility is updated in logarithmic form so that the inversion magnetic susceptibility is always positive. Second, the joint inversion of the CSAMT and magnetic methods is completed with the introduction of the cross gradient. By searching for the weight of the cross-gradient term in the objective function, the mutual influence between two different physical properties at different locations are avoided. Model tests show that the joint inversion based on cross-gradient theory offers better results than the single-method inversion. The 2D forward and inverse algorithm for CSAMT with source can effectively deal with artificial sources and ensures the reliability of the final joint inversion algorithm. 展开更多
关键词 CSAMT magnetic method data space inversion cross-gradient joint inversion
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基于CiteSpace的用户画像知识图谱分析
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作者 崔兴文 肖厅 《九江学院学报(自然科学版)》 CAS 2023年第3期52-57,69,共7页
为了明确用户画像研究热点和趋势,文章运用CiteSpace软件定量化分析知网1496篇用户画像文献。研究结果表明,国内对用户画像研究呈现增长态势,总体经历了研究萌芽、快速发展和质量提升三个阶段,虽然研究机构和作者群体稳定,但尚未形成核... 为了明确用户画像研究热点和趋势,文章运用CiteSpace软件定量化分析知网1496篇用户画像文献。研究结果表明,国内对用户画像研究呈现增长态势,总体经历了研究萌芽、快速发展和质量提升三个阶段,虽然研究机构和作者群体稳定,但尚未形成核心作者群和跨专业领域的合作。研究趋势方面,大数据、数据挖掘、图书馆、机器学习、人工智能、精准营销、知识服务、协同过滤等是主要研究热点;前沿研究聚焦于信息服务、融媒体、数据采集、媒体融合和聚类。 展开更多
关键词 Cite space 用户画像 知识图谱 聚类
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