Full-Text Search:
Home|Journal Papers|About CNKI|User Service|FAQ|Contact Us|中文
《Remote Sensing Technology and Application》 2012-05
Add to Favorite Get Latest Update

Tensor-based Topographical Spatial-temporal Field Data Organization and Analysis

Yu Zhaoyuan,Yuan Linwang,Luo Wen,Yi Lin,Wang Jianchao(Key Laboratory of VGE,Ministry of Education,Nanjing Normal University,Nanjing 210046,China)  
The improvements of earth observation technology and the growing accumulated multi-dimensional spatial-temporal field data.It is already a research hotspot of the integration and expression of these data.The modeling and simulation of global geo-processes also require new demands on the modeling,retrieval and analysis methods of these data.In this paper,the building framework of spatial-temporal field data model is constructed based on the tensor structure.Data from different dimensions are intergrated as different perspectives of the tensor structure.For implementations,a spatial-temporal cube model is constructed for data organization and storage,and the corresponding data manipulation and data interface are defined.After that,we designed a layered spatial-temporal field data indexing mechanism and the spatial-temporal field data analysis methods,such as princple tensor decomposing,based on operators of tensor operation.The framework is validated based on satellite altimetry data,which suggest that our model can effectively support the presentation,retrieval and analysis of the multi-dimensional space-time field data and be a useful exploration on high-dimensional spatial-temporal field modeling and data analysis.
【Fund】: 国家自然科学基金项目(41171300);; 国家863计划项目(2009AA12Z205)资助
【CateGory Index】: P228
Download(CAJ format) Download(PDF format)
CAJViewer7.0 supports all the CNKI file formats; AdobeReader only supports the PDF format.
【Citations】
Chinese Journal Full-text Database 2 Hits
1 LU Tingjun,HUANG Ming;Study on Storage and Spatial Index of Massive Raster Data[J];Bulletin of Surveying and Mapping;2010-10
2 ZHANG Lin TANG Da-quan ZHANG Chong(School of Information Systems and Management,National University of Defense Technology,Changsha 410073,China);Evolvement and Progress of Spatio-temporal Index[J];Computer Science;2010-04
【Co-citations】
Chinese Journal Full-text Database 10 Hits
1 WEI Jinming,ZHONG Weizheng,ZHANG Tao;On Organization of Spatial Data Based on eYaImage and ArcSDE[J];Bulletin of Surveying and Mapping;2012-01
2 WANG Hui-wen,SUN Xiao-dan(School of Economics and Management,Beijing University of Aeronautics and Astronautics,Beijing 100191,China);Multivariate Linear Regression Modeling Method Based on the Cubic Time Series Data[J];Systems Engineering;2009-11
3 Dmitry V.Savostyanov~* Institute of Numerical Mathematics,Russian Academy of Sciences,119333 Moscow, Gubkina 8,Russia.;Fast Revealing of Mode Ranks of Tensor in Canonical Form[J];高等学校计算数学学报(英文版);2009-04
4 WU Hai long,YU Ru qin (College of Chemistry and Chemical Engineering,Hunan University,Changsha 410082,China);Trilinear Component Model in Modern Analytical Chemistry[J];Guangxi Chemical Industry;2000-S1
5 LI Dong-ying1,2,TANG Xin-ming2,YAN Hao-wen1,WANG Huai2(1.School of Math,Physics&Software Engineering,Lanzhou Jiaotong University,Lanzhou 730070,China;2.Satellite Surveying and Mapping Application Center,SBSM,Beijing 100830,China);The design and implementation of surveying and mapping three-dimensional image data search system based on separate pyramid model[J];Engineering of Surveying and Mapping;2012-05
6 FU Zhongliang,LIU Siyuan,TIAN Zongshun,XU Huamiao;Research on Distributed Spatial Index Based on Hierarchical R-tree with Query Verification Method[J];Bulletin of Surveying and Mapping;2012-11
7 GAO Yan-xin1,FENG Jin-guo2,TANG Lei2,ZHU Xian-fang1,LIU Wen-qing2,JI Hong-bing1,3(1.The Key Laboratory of Metropolitan Eco-Environmental Processes,College of Resource Environment and Tourism,Capital Normal University,Beijing 100048,China;2.Beijing Geo-Engineering Design and Research Institute,Beijing 101500,China;3.State Key Laboratory of Environmental Geochemistry,Institute of Geochemistry,Chinese Academy of Sciences,Guiyang 550002,China);Fraction Distribution and Risk Assessment of Heavy Metals in Iron and Gold Mine Soil of Miyun Reservoir Upstream[J];Environmental Science;2012-05
8 YANG Wan-qi1,2 GAO Yang1,2 ZHOU Xin-min3 YANG Yu-bin1,2 SHANG Lin1,2(State Key Laboratory for Novel Software and Technology,Nanjing University,Nanjing 210093,China)1(Jiangyin Institute of Information Technology,Nanjing University,Wuxi 214433,China)2(Jiangsu Province Public Security Department,Nanjing 210024,China)3;Multi-modal Tensor Data Mining Algorithms and Applications[J];Computer Science;2012-01
9 Ilgis Ibragimov Elegant Mathematics Ltd.,Hanauer Muehle 2,66564 Ottweiler,Germany Sergej Rjasanow Department of Mathematics and Computer Science,University of Saarland,Saarbrücken,Germany;THREE WAY DECOMPOSITION FOR THE BOLTZMANN EQUATION[J];计算数学(英文版);2009-Z1
10 XIA Jian-ping,ZHOU Ji-liu,HE Kun,LIU Chang,WANG Dong-fang(College of Computer Science,Sichuan University,Chengdu 610065,China);Color image watermark based on DWT and Tucker decomposition[J];Application Research of Computers;2010-02
China Proceedings of conference Full-text Database 1 Hits
1 Jiangming Sun Tonghua Li Department of Chemistry,Tongji University,Shanghai,200092;Algorithms and Applications for Nonnegative Tensor Factorization[A];[C];2009
【Secondary Citations】
Chinese Journal Full-text Database 3 Hits
1 HUANG Deng-shan~(1),CHEN Da-ke~(2),GE Feng~(3),LI Quan-jie~(1) (1.Department of Civil Engineering,Guilin University of Technology,Guilin 541004,China;2.Guangxi Normal University,Guilin 541004,China;3.China Nonferrous Metal Industry 23rd Metallurgy Construction,Changsha 410000,China);Storage and Management of Raster Data on Oracle 10g Spatial[J];Journal of Guilin Institute of Technology;2005-03
2 DENG Xue-qing1, ZHANG Yong-sheng1, LI Bo2, GONG Dan-chao1 (1.Institute of Surveying and Mapping,Information Engineering University,Zhengzhou 450052,China; 2.Institute of Science, Information Engineering University, Zhengzhou 450001, China);The Management of Massive Spatial Image Based on Oracle 9i Spatial[J];Journal of The Pla Institute of Surveying and Mapping;2003-02
3 LI Deren1 LI Qingquan2 (1 National Laboratory for Information Engineering in Surveying,Mapping and Remote Sensing, Wuhan University,129 Luoyu Road,Wuhan,China,430079) (2 The Research and Development Center of Spatial Information and Network Communic;The Technique Integration of the Spatial Information and Communication[J];Editoral Board of Geomatics and Information Science of Wuhan University;2001-01
©2006 Tsinghua Tongfang Knowledge Network Technology Co., Ltd.(Beijing)(TTKN) All rights reserved