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Data Analysis and Knowledge Discovery  2019, Vol. 3 Issue (3): 1-13    DOI: 10.11925/infotech.2096-3467.2018.0321
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Review of Spatio-temporal Data Modeling Methods
Xuhui Li(),Yang Liu
School of Information Management, Wuhan University, Wuhan 430072, China
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Abstract  

[Objective] This paper aims to summarize spatio-temporal data modeling methods to provide a theoretical basis for the study of the organization and management of space-time knowledge. [Coverage] Literature search was conducted using the “spatial-temporal data model” and “spatio-temporal data model”, respectively, within a limited time frame and journal type, in Baidu Academic, Google Scholar, CNKI, and Engineering Village. Some relevant documents were obtained and screened according to the degree of relevance of the research topic. Finally we chose 64 related documents to review. [Methods] The spatio-temporal data model is classified according to the level of abstraction of the modeled objects, and the related researches on the spatio-temporal data model are summarized from three levels of the physical layer, logic layer and application layer. [Results] In recent years, the studies of the spatio-temporal data model in the physical layer mainly focused on the revision of the previous model. The spatio-temporal data models of the application layer focused on satisfying the specific needs of various fields. However, the researches on the logic layer need to be improved in terms of expression ability. [Limitations] There are few horizontal comparison studies of spatial-temporal data models at different levels. [Conclusions] Large-scale space-time information management and utilization will provide broad space for development of space-time data modeling in the future.

Key wordsSpatio-temporal Data Model      Physical Layer      Logical Layer      Application Layer     
Received: 23 March 2018      Published: 17 April 2019

Cite this article:

Xuhui Li,Yang Liu. Review of Spatio-temporal Data Modeling Methods. Data Analysis and Knowledge Discovery, 2019, 3(3): 1-13.

URL:

http://manu44.magtech.com.cn/Jwk_infotech_wk3/EN/10.11925/infotech.2096-3467.2018.0321     OR     http://manu44.magtech.com.cn/Jwk_infotech_wk3/EN/Y2019/V3/I3/1

[1] 白华. 知识组织的空间问题[J]. 情报理论与实践, 2007, 30(2): 161-163.
[1] (Bai Hua.The Spatial Issues of Knowledge Organizing[J]. Information Studies: Theory & Application, 2007, 30(2): 161-163.)
[2] Hagerstrand T.Diorama, Path and Project[J]. Tijdschrift Voor Economische En Sociale Geografie, 2010, 73(6): 323-339.
[3] 邬群勇, 孙梅, 崔磊. 时空数据模型研究综述[J]. 地球科学进展, 2016, 31(10): 1001-1011.
[3] (Wu Qunyong, Sun Mei, Cui Lei.A Survey of the Spatio-Temporal Data Model[J]. Advances in Earth Science, 2016, 31(10): 1001-1011.)
[4] Armstrong M P.Temporality in Spatial Database[C]// Proceedings of the 1988 GIS/LIS: Accessing the World, 1988, 2: 880-889.
[5] Langran G, Chrisman N.A Framework for Temporal Geographic Information[J]. Cartographica: The International Journal for Geographic Information & Geovisualization, 1988, 25(3): 1-14.
[6] Worboys M F.Object-Oriented Approaches to Geo-Referenced Information[J]. International Journal of Geographical Information Systems, 1994, 8(4): 385-399.
[7] Peuquet D J, Duan N.An Event-Based Spatiotemporal Data Model(ESTDM) for Temporal Analysis of Geographical Data[J]. International Journal of Geographical Information Systems, 1995, 9(1): 7-24.
[8] 李小娟. 基于特征的时空数据模型及其在土地利用动态监测信息系统中的应用[D]. 北京: 中国科学院遥感应用研究所, 1999.
[8] (Li Xiaojuan.Research on the Feature-Based Spatio-Temporal Data Model and Its Application in Land Use Dynamic Monitoring Information System[D]. Beijing: Institute of Remote Sensing Applications,Chinese Academy of Sciences, 1999.)
[9] Pang M Y C, Shi W, Chen Y. A Process-Based Temporal Data Model for Digital Earth[C]// Proceedings of the International Symposium on Digital Earth. 1999.
[10] Langran G.Temporal GIS Design Tradeoffs[J]. Journal of URISA, 1990, 2(2): 16-25.
[11] 张祖勋, 黄明智. 时态GIS数据结构的研讨[J]. 测绘通报, 1996(1): 19-22.
[11] (Zhang Zuxun, Huang Mingzhi.Research on Temporal GIS Data Structure[J]. Bulletin of Surveying and Mapping, 1996(1): 19-22.)
[12] Wilcox D J, Harwell M C, Orth R J.Modeling Dynamic Polygon Objects in Space and Time: A New Graph-Based Technique[J]. Cartography and Geographic Information Science, 2000, 27(2): 153-164.
[13] 佘江峰, 冯学智, 林广发, 等. 多尺度时空数据的集成与对象进化模型[J]. 测绘学报, 2005, 34(1): 71-77.
[13] (She Jiangfeng, Feng Xuezhi, Lin Guangfa, et al.The Integration of Multi-Scale Spatiotemporal Data and the Object Evolution Model[J]. Acta Geodaetica et Cartographica Sinica, 2005, 34(1): 71-77.)
[14] Zheng L, Li D, Wei S.The Application and Research of an Improved Event-Based Spatio-Temporal Data Model[C]// Proceedings of the Society of Photo-Optical Instrumentation Engineers Conference Series. 2006.
[15] Botea V, Mallett D, Nascimento M A, et al.PIST: An Efficient and Practical Indexing Technique for Historical Spatio-Temporal Point Data[J]. Geoinformatica, 2008, 12(2): 143-168.
[16] 黄照强, 冯学智. 基于Petri网的土地变更时空过程建模[J]. 测绘学报, 2005, 34(3): 239-245.
[16] (Huang Zhaoqiang, Feng Xuezhi.A Study of Spatio-Temporal Process Modeling Based on Petri Net for Land Alteration[J]. Acta Geodaetica et Cartographica Sinica, 2005, 34(3): 239-245.)
[17] Yue H, Rilett L R, Revesz P Z.Spatio-Temporal Traffic Video Data Archiving and Retrieval System[J]. Geoinformatica, 2016, 20(1): 59-94.
[18] Anand S, Venkataraman M, Subbalakshmi K P, et al.Spatio-Temporal Analysis of Passive Consumption in Internet Media[J]. IEEE Transactions on Knowledge & Data Engineering, 2015, 27(10): 2839-2850.
[19] Abraham T, Roddick J F.Survey of Spatio-Temporal Databases[J]. Geoinformatica, 1999, 3(1): 61-99.
[20] 翟亮, 李霖, 唐新明,等. 时空数据模型的研究[J]. 测绘与空间地理信息, 2005, 28(4):14-16.
[20] (Zhai Liang, Li Lin, Tang Xinming, et al.Research on Spatio-temporal Data Model[J]. Geomatics & Spatial Information Technology, 2005, 28(4): 14-16.)
[21] Langran G.A Review of Temporal Database Research and Its Use in GIS Applications[J]. International Journal of Geographical Information System, 1989, 3(3): 215-232.
[22] Pelekis N, Theodoulidis B, Kopanakis I, et al.Literature Review of Spatio-Temporal Database Models[J]. Knowledge Engineering Review, 2004, 19(3): 235-274.
[23] 佘江峰, 冯学智, 都金康. 时空数据模型的研究进展评述[J]. 南京大学学报: 自然科学版, 2005, 41(3): 259-267.
[23] (She Jiangfeng, Feng Xuezhi, Du Jinkang.A Review on Progress in Spatiotemporal Data Modeling[J]. Journal of Nanjing University: Natural Sciences, 2005, 41(3): 259-267.)
[24] 李阳东, 刘妙龙, 童小华. 时空数据模型的研究与进展[J]. 计算机应用研究, 2008, 25(5): 1281-1284.
[24] (Li Yangdong, Liu Miaolong, Tong Xiaohua.Research and Development of Spatio-Temporal Data Model[J]. Application Research of Computers, 2008, 25(5): 1281-1284.)
[25] 李玉兰. 时空数据模型的研究进展[J]. 湖南工业职业技术学院学报, 2007, 7(1): 21-23.
[25] (Li Yulan.About the Study of the Spatio-temporal Data Models[J]. Journal of Hunan Industry Polytechnic, 2007, 7(1): 21-23.)
[26] 吴正升, 胡艳, 何志新. 时空数据模型研究进展及其发展方向[J]. 测绘与空间地理信息, 2009, 32(6): 15-17.
[26] (Wu Zhengsheng, Hu Yan, He Zhixin.The Progress and Direction of Spatio-Temporal Data Model[J]. Geomatics & Spatial Information Technology, 2009, 32(6): 15-17.)
[27] 张保钢, 朱重光, 王润生. 改进的时空数据基态修正方法[J]. 测绘学报, 2005, 34(3): 252-256.
[27] (Zhang Baogang, Zhu Chongguang, Wang Runsheng.Improved Methods of Base State with Amendments on Spatio-Temporal Data[J]. Acta Geodaetica et Cartographica Sinica, 2005, 34(3): 252-256.)
[28] Yuan M.Temporal GIS and Spatio-Temporal Modeling[C]// Proceedings of the 3rd International Conference Workshop on Integrating GIS and Environment Modeling. 1996.
[29] 舒红, 陈军, 史文中. 时空数据模型研究综述[J]. 计算机科学, 1998, 25(6): 70-74.
[29] (Shu Hong, Chen Jun, Shi Wenzhong.Overview of Spatio-Temporal Data Models[J]. Computer Science, 1998, 25(6): 70-74.)
[30] 曹志月, 刘岳. 一种面向对象的时空数据模型[J]. 测绘学报, 2002, 31(1): 87-92.
[30] (Cao Zhiyue, Liu Yue.An Object-Oriented Spatio-Temporal Data Model[J]. Acta Geodaetica et Cartographica Sinica, 2002, 31(1): 87-92.)
[31] 雷起宏, 刘耀林, 尹章才, 等. 基于加权图的地籍时空数据描述模型研究[J]. 武汉大学学报: 信息科学版, 2006, 31(7): 640-642.
[31] (Lei Qihong, Liu Yaolin, Yin Zhangcai, et al.Spatio-Temporal Data Model in Cadastral Information System Based on Weighted Graph[J]. Geomatics and Information Science of Wuhan University, 2006, 31(7): 640-642.)
[32] 陈新保, 朱建军, 陈建群. 时空数据模型综述[J]. 地理科学进展, 2009, 28(1): 9-17.
[32] (Chen Xinbao, Zhu Jianjun, Chen Jianqun.Spatiotemporal Data Models and Their Extensions: A Review[J]. Progress in Geography, 2009, 28(1): 9-17.)
[33] Langran G.Time in Geographic Information Systems[M]. Taylor & Francis, 1992.
[34] 余志文, 张利田, 邬永宏. 基态修正时空数据模型的进一步扩展[J]. 中山大学学报: 自然科学版, 2003, 42(1): 100-103.
[34] (Yu Zhiwen, Zhang Litian, Wu Yonghong.The Extention of Spatio-temporal Data Model Based on Base State with Amendments[J]. Acta Scientiarum Naturalium Universitatis Sunyatseni, 2003, 42(1): 100-103.)
[35] 李勇, 陈少沛, 谭建军. 基于基态距优化的改进基态修正时空数据模型研究[J]. 测绘科学, 2007, 32(1): 26-29.
[35] (Li Yong, Chen Shaopei, Tan Jianjun.The Improved Base State with Amendments Based on Optimized Base State Intervals[J]. Science of Surveying and Mapping, 2007, 32(1): 26-29.)
[36] 陆纳纳, 李景文, 苏浩, 等. 面向对象的基态修正模型改进及查询方法[J]. 测绘科学技术学报, 2012, 29(4): 299-302.
[36] (Lu Nana, Li Jingwen, Su Hao, et al.Improved Base State with Amendments Model Based on the Object-Oriented[J]. Journal of Geomatics Science and Technology, 2012, 29(4): 299-302.)
[37] 尹章才, 李霖. 基于快照-增量的时空索引机制研究[J]. 测绘学报, 2005, 34(3): 257-261.
[37] (Yin Zhangcai, Li Lin.Research of Spatiotemporal Indexing Mechanism Based on Snapshot-Increment[J]. Acta Geodaetica et Cartographica Sinica, 2005, 34(3): 257-261.)
[38] 宋玮, 王家耀, 郭金华. 面向对象时空数据模型的研究[J]. 测绘科学技术学报, 2006, 23(4): 235-238.
[38] (Song Wei, Wang Jiayao, Guo Jinhua.An Object-Oriented Spatial-Temporal Data Model[J]. Journal of Geomatics Science and Technology, 2006, 23(4): 235-238.)
[39] 袁一泓, 高勇. 面向对象的时空数据模型及其实现技术[J]. 地理与地理信息科学, 2008, 24(3): 41-44.
[39] (Yuan Yihong, Gao Yong.Object-Oriented Modeling and Implement Technologies of Spatio-Temporal Data[J]. Geography and Geo-Information Science, 2008, 24(3): 41-44.)
[40] 尹章才, 李霖, 艾自兴. 基于图论的时空数据模型研究[J]. 测绘学报, 2003, 32(2): 168-172.
[40] (Yin Zhangcai, Li Lin, Ai Zixing.A Study of Spatio-Temporal Data Model Based on Graph Theory[J]. Acta Geodaetica et Cartographica Sinica, 2003, 32(2): 168-172.)
[41] Xia H, Li D, Shao Z.Research and Implementation of Event-Based Spatio-Temporal Data Model with Integrated Vector and Raster Data Structure[C]// Proceedings of the International Symposium on Multispectral Image Processing and Pattern Recognition. 2007.
[42] 林广发, 冯学智, 王雷, 等. 以事件为核心的面向对象时空数据模型[J]. 测绘学报, 2002, 31(1): 71-76.
[42] (Lin Guangfa, Feng Xuezhi, Wang Lei, et al.An Event-Centric Object Oriented Spatio-Temporal Data Model[J]. Acta Geodaetica et Cartographica Sinica, 2002, 31(1): 71-76.)
[43] 张丰, 刘仁义, 刘南, 等. 一种基于过程的动态时空数据模型[J]. 中山大学学报: 自然科学版, 2008, 47(2): 123-126.
[43] (Zhang Feng, Liu Renyi, Liu Nan, et al.A Process-Based Dynamic Spatio-Temperal Data Model[J]. Acta Scientiarum Naturalium Universitatis Sunyatseni, 2008, 47(2): 123-126.)
[44] 薛存金, 周成虎, 苏奋振, 等. 面向过程的时空数据模型研究[J]. 测绘学报, 2010, 39(1): 95-101.
[44] (Xue Cunjin, Zhou Chenghu, Su Fenzhen, et al.Research on Process-Oriented Spatio-Temporal Data Model[J]. Acta Geodaetica et Cartographica Sinica, 2010, 39(1): 95-101.)
[45] 李景文, 邹文娟, 田丽亚, 等. 基于过程的面向对象时空数据模型数据组织方法[J]. 测绘科学, 2013, 38(5): 100-102.
[45] (Li Jingwen, Zou Wenjuan, Tian Liya, et al.Data Organization Method of Object-Oriented Spatio-Temporal Data Model Based on Process[J]. Science of Surveying and Mapping, 2013, 38(5): 100-102.)
[46] 陆锋, 李小娟, 周成虎, 等. 基于特征的时空数据模型: 研究进展与问题探讨[J]. 中国图象图形学报, 2001, 6(9): 830-835.
[46] (Lu Feng, Li Xiaojuan, Zhou Chenghu, et al.Feature-Based Temporal-Spatial Data Modeling: State of the Art and Problem Discussion[J]. Journal of Image and Graphics, 2001, 6(9): 830-835.)
[47] 柯丽娜, 刘登忠, 刘海军. 基于特征的时空数据模型用于地籍变更的探讨[J]. 测绘科学, 2003, 28(4): 58-61.
[47] (Ke Li’na, Liu Dengzhong, Liu Haijun.Feature-Based Spatio-Temporal Data Model for Land Registration[J]. Science of Surveying and Mapping, 2003, 28(4): 58-61.)
[48] Camossi E, Bertolotto M, Bertino E, et al.A Multigranular Spatiotemporal Data Model[C]// Proceedings of the 11th ACM International Symposium on Advances in Geographic Information Systems. ACM, 2003: 94-101.
[49] Camossi E, Bertolotto M, Bertino E.A Multigranular Object-Oriented Framework Supporting Spatio-Temporal Granularity Conversions[J]. International Journal of Geographical Information Science, 2006, 20(5): 511-534.
[50] Bertino E, Camossi E, Bertolotto M.Multi-Granular Spatio-Temporal Object Models: Concepts and Research Directions[A]// Object Databases[M]. Springer, 2009.
[51] Song M, Shang W, Pedrycz W.A New Study of Representation of Spatio-temporal Data with Information Granules[J]. Knowledge Engineering and Management, 2014, 278: 319-324.
[52] Wang S S, Liu D Y.Spatio-Temporal Database with Multi-Granularities[J]. Advances in Web-Age Information Management, 2004, 3129: 137-146.
[53] 袁磊, 赵俊三, 陈国平, 等. 面向对象的土地利用多尺度时空数据模型[J]. 测绘科学, 2014, 39(11): 52-56.
[53] (Yuan Lei, Zhao Junsan, Chen Guoping, et al.An Object-Oriented Multi-Scale Spatio-Temporal Data Model for Land-Use[J]. Science of Surveying and Mapping, 2014, 39(11): 52-56.)
[54] Lu X.A Multiscale Spatio-Temporal Background Model for Motion Detection[C]// Proceedings of the 2014 IEEE International Conference on Image Processing. IEEE, 2014: 3268-3271.
[55] Su H, Zheng K, Huang J, et al.Calibrating Trajectory Data for Spatio-Temporal Similarity Analysis[J]. The VLDB Journal, 2015, 24(1): 93-116.
[56] Elnekave S, Last M, Maimon O.A Compact Representation of Spatio-Temporal Data[C]// Proceedings of the 7th IEEE International Conference on Data Mining Workshops. IEEE, 2007: 601-606.
[57] Abebe M A, Tekli J, Getahun F, et al.A General Multimedia Representation Space Model Toward Event-Based Collective Knowledge Management[C]// Proceedings of the 2016 IEEE International Conference on Computational Science and Engineering. IEEE, 2017: 512-521.
[58] 宋英良. 多媒体时空表现模型[J]. 现代计算机, 1998(10): 64-67.
[58] (Song Yingliang.Multimedia Spatial and Temporal Performance Model[J]. Modern Computer, 1998(10): 64-67.)
[59] Chen S C, Shyu M L, Rishe N.Modeling Interactive Multimedia Presentation Systems Using Augmented Transition Networks[C]// Proceedings of the 1st International Workshop on Intelligent Multimedia Computing and Networking. 2000: 643-646.
[60] Andrienko N, Andrienko G.A Visual Analytics Framework for Spatio-Temporal Analysis and Modelling[J]. Data Mining & Knowledge Discovery, 2013, 27(1): 55-83.
[61] Lee J H, Chiu H C, Koshak N.Visualization System of Spatial-Temporal Information for Historic Sites Based on GIS[C]// Proceedings of the 2005 Computers in Urban Planning and Urban Management Conference. 2005.
[62] Dai H.Spatio-Temporal Data Model Based on Historical Events of Beijing[C]// Proceedings of the 18th International Conference on Geoinformatics. IEEE, 2010.
[63] Scholz J, Hrastnig E, Wandl-Vogt E.A Spatio-Temporal Linked Data Representation for Modeling Spatio-Temporal Dialect Data[C]// Proceedings of Workshops and Posters at the 13th International Conference on Spatial Information Theory. Springer, 2017: 275-282.
[64] 胡彦波, 吴华瑞, 朱华吉. 农村土地调查时空数据模型构建及应用[J]. 江苏农业科学, 2014, 42(9): 387-391.
[64] (Hu Yanbo, Wu Huarui, Zhu Huaji.Construction and Application of Spatio-Temporal Data Model for Rural Land Survey[J]. Jiangsu Agricultural Sciences, 2014, 42(9): 387-391.)
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