Institute of Computing Technology, Chinese Academy IR
Geometry-based propagation of temporal constraints | |
Li, Zhaoyu1; Xu, Rui1; Cui, Pingyuan1; Xu, Lida2,3; He, Wu | |
2017-08-01 | |
发表期刊 | INFORMATION SYSTEMS FRONTIERS |
ISSN | 1387-3326 |
卷号 | 19期号:4页码:855-868 |
摘要 | In recent years, the Internet of Things (IoT) has been introduced to offer promising solutions in many areas. A big challenge faced by the IoT is to integrate heterogeneous information sources and process information effectively. As an important element in information integration, temporal reasoning is highly related to the dynamic, sequential aspect of both the information integration and the decision making process. Focusing on temporal reasoning, this paper introduces a method to represent both qualitative and quantitative temporal constraints in a 2-dimensional (2-D) space. Meanwhile, an efficient constraint-based geometric (CG) algorithm for propagating constraints (including inherent constraints and constraint pairs) on events in a 2-D space is proposed. A geometric recombination and intersection (GRI) method, a part of the CG algorithm, is presented to propagate one constraint pair from a geometric point. The experimental results show that in terms of both constructed and realistic benchmarks, the CG algorithm outperforms the existing Floyd-Warshall's algorithm with the time complexity of O(n(3)), especially for benchmarks with a large number of events. |
关键词 | Internet of Things (IoT) Information integration Temporal constraints 2-dimensional space Geometric method |
DOI | 10.1007/s10796-016-9635-0 |
收录类别 | SCI |
语种 | 英语 |
资助项目 | Civil Aerospace Research Project of China ; National Basic Research Program of China (973 Program)[2012CB720000] ; National Natural Science Foundation of China[60803051] ; National Natural Science Foundation of China[60874094] ; Research Fund for the Doctoral Program of Higher Education[20111101110001] |
WOS研究方向 | Computer Science |
WOS类目 | Computer Science, Information Systems ; Computer Science, Theory & Methods |
WOS记录号 | WOS:000406184200012 |
出版者 | SPRINGER |
引用统计 | |
文献类型 | 期刊论文 |
条目标识符 | http://119.78.100.204/handle/2XEOYT63/6903 |
专题 | 中国科学院计算技术研究所期刊论文_英文 |
通讯作者 | Xu, Rui |
作者单位 | 1.Beijing Inst Technol, Inst Deep Space Explorat Technol, Sch Aerosp Engn, Beijing 100081, Peoples R China 2.Chinese Acad Sci, Inst Comp Technol, Beijing 100190, Peoples R China 3.Old Dominion Univ, Dept Informat Technol & Decis Sci, Norfolk, VA 23529 USA |
推荐引用方式 GB/T 7714 | Li, Zhaoyu,Xu, Rui,Cui, Pingyuan,et al. Geometry-based propagation of temporal constraints[J]. INFORMATION SYSTEMS FRONTIERS,2017,19(4):855-868. |
APA | Li, Zhaoyu,Xu, Rui,Cui, Pingyuan,Xu, Lida,&He, Wu.(2017).Geometry-based propagation of temporal constraints.INFORMATION SYSTEMS FRONTIERS,19(4),855-868. |
MLA | Li, Zhaoyu,et al."Geometry-based propagation of temporal constraints".INFORMATION SYSTEMS FRONTIERS 19.4(2017):855-868. |
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