An efficient indexing technique for location prediction of moving objects

被引:0
|
作者
Kim, Dong-Oh [1 ]
Lee, Kang-Jun [1 ]
Hong, Dong-Suk [1 ]
Han, Ki-Joon [1 ]
机构
[1] Konkuk Univ, Sch Comp Sci & Engn, 1 Hwayang Dong, Seoul 143701, South Korea
来源
KNOWLEDGE-BASED INTELLIGENT INFORMATION AND ENGINEERING SYSTEMS: KES 2007 - WIRN 2007, PT II, PROCEEDINGS | 2007年 / 4693卷
关键词
moving objects; PCT-Tree; future index; future trajectory; cell; probability matrix;
D O I
暂无
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
The necessity of the future index is increasing to predict the future location of moving objects promptly for various location-based services. However, the prediction performance of most future indexes is lowered by the heavy load of extensive future trajectory search in long-range future queries, and their index maintenance cost is high due to the frequent update of future trajectories. Thus, this paper proposes the Probability Cell Trajectory-Tree (PCT-Tree), a cell-based future indexing technique for efficient long-range future location prediction. The PCT-Tree reduces the size of index by building the probability of extensive past trajectories in the unit of cell, and predicts reliable future trajectories using information on past trajectories. Therefore, the PCT-Tree can minimize the cost of communication in future trajectory prediction and the cost of index rebuilding for updating future trajectories. Through experiment, we proved the superiority of the PCT-Tree over existing indexing techniques in the performance of long-range future queries.
引用
收藏
页码:1 / 9
页数:9
相关论文
共 50 条
  • [41] Efficient indexing of spatiotemporal objects
    Hadjieleftheriou, M
    Kollios, G
    Tsotras, VJ
    Gunopulos, D
    ADVANCES IN DATABASE TECHNOLOGY - EDBT 2002, 2002, 2287 : 251 - 268
  • [42] An efficient location update mechanism for continuous queries over moving objects
    Cheng, Reynold
    Lam, Kam-Yiu
    Prabhakar, Sunil
    Liang, Biyu
    INFORMATION SYSTEMS, 2007, 32 (04) : 593 - 620
  • [43] An efficient PAB-Based query indexing for processing continuous queries on moving objects
    Jang, Su Min
    Song, Seok I. I.
    Yoo, Jae Soo
    ETRI JOURNAL, 2007, 29 (05) : 691 - 693
  • [44] Indexing and Querying Moving Objects in Indoor Spaces
    Alamri, Sultan
    2013 IEEE 29TH INTERNATIONAL CONFERENCE ON DATA ENGINEERING WORKSHOPS (ICDEW), 2013, : 318 - 321
  • [45] Indexing moving objects for directions and velocities queries
    Sultan Alamri
    David Taniar
    Maytham Safar
    Information Systems Frontiers, 2013, 15 : 235 - 248
  • [46] Indexing moving objects: A real time approach
    Lagogiannis, George
    Lorentzos, Nikos
    Sideridis, Alexander B.
    COMPUTER SCIENCE AND INFORMATION SYSTEMS, 2013, 10 (01) : 173 - 195
  • [47] An Indexing Method for Answering Queries on Moving Objects
    Khaled Elbassioni
    Amr Elmasry
    Ibrahim Kamel
    Distributed and Parallel Databases, 2005, 17 : 215 - 249
  • [48] Indexing of continuously moving objects on road networks
    Bok, Kyoung Soo
    Yoon, Ho Won
    Seo, Dong Min
    Kim, Myoung Ho
    Yoo, Jae Soo
    IEICE TRANSACTIONS ON INFORMATION AND SYSTEMS, 2008, E91D (07): : 2061 - 2064
  • [49] Vertical Indexing for Moving Objects in Multifloor Environments
    Alamri, Sultan
    Taniar, David
    Kinh Nguyen
    MOBILE INFORMATION SYSTEMS, 2018, 2018
  • [50] Indexing moving objects trajectories on fixed networks
    Li, Guohui
    Zhong, Xiya
    Jisuanji Yanjiu yu Fazhan/Computer Research and Development, 2006, 43 (05): : 828 - 833