Continuous K-Nearest Neighbor processing based on speed and direction of moving objects in a road network

被引:14
|
作者
Fan, Ping [1 ]
Li, Guohui [2 ]
Yuan, Ling [2 ]
机构
[1] Hubei Univ Sci & Technol, Sch Comp Sci, Xianning 437100, Peoples R China
[2] Hubei Univ Sci & Technol, Sch Comp Sci, Wuhan 430074, Peoples R China
关键词
Continuous K-Nearest Neighbor query; Road network; Moving speed; Moving direction; QUERY;
D O I
10.1007/s11235-013-9795-x
中图分类号
TN [电子技术、通信技术];
学科分类号
0809 ;
摘要
Recent research has focused on Continuous K-Nearest Neighbor (CKNN) query over moving objects in road networks. A CKNN query is to find among all moving objects the K-Nearest Neighbors (KNNs) of a moving query point within a given time interval. As the data objects move frequently and arbitrarily in road networks, the frequent updates of object locations make it complicated to process CKNN accurately and efficiently. In this paper, according to the relative moving situation between the moving objects and the query point, a Moving State of Object (MSO) model is presented to indicate the relative moving state of the object to the query point. With the help of this model, we propose a novel Object Candidate Processing (OCP) algorithm to highly reduce the repetitive query cost with pruning phase and refining phase. In the pruning phase, the data objects which cannot be the KNN query results are excluded within the given time interval. In the refining phase, the time subintervals of the given time interval are determined where the certain KNN query results are obtained. Comprehensive experiments are conducted and the results verify the effectiveness of the proposed methods.
引用
收藏
页码:403 / 419
页数:17
相关论文
共 50 条
  • [1] Continuous K-Nearest Neighbor processing based on speed and direction of moving objects in a road network
    Ping Fan
    Guohui Li
    Ling Yuan
    [J]. Telecommunication Systems, 2014, 55 : 403 - 419
  • [2] Efficient continuous K-nearest neighbor query processing over moving objects with uncertain speed and direction
    Huang, Yuan-Ko
    Liao, Shi-Jei
    Lee, Chiang
    [J]. SCIENTIFIC AND STATISTICAL DATABASE MANAGEMENT, PROCEEDINGS, 2008, 5069 : 549 - 557
  • [3] Continuous k-nearest neighbor search for moving objects
    Li, YF
    Yang, J
    Han, JW
    [J]. 16TH INTERNATIONAL CONFERENCE ON SCIENTIFIC AND STATISTICAL DATABASE MANAGEMENT, PROCEEDINGS, 2004, : 123 - 126
  • [4] Continuous K-Nearest Neighbor Query over Moving Objects in Road Networks
    Huang, Yuan-Ko
    Chen, Zhi-Wei
    Lee, Chiang
    [J]. ADVANCES IN DATA AND WEB MANAGEMENT, PROCEEDINGS, 2009, 5446 : 27 - 38
  • [5] Continuous K-Nearest neighbor queries for moving objects
    Xiao, Hui
    Li, Qingquan
    Sheng, Qinghong
    [J]. ADVANCES IN COMPUTATION AND INTELLIGENCE, PROCEEDINGS, 2007, 4683 : 444 - +
  • [6] Efficient Processing of Continuous Reverse k Nearest Neighbor on Moving Objects in Road Networks
    Attique, Muhammad
    Cho, Hyung-Ju
    Jin, Rize
    Chung, Tae-Sun
    [J]. ISPRS INTERNATIONAL JOURNAL OF GEO-INFORMATION, 2016, 5 (12)
  • [7] Continuous K-Nearest Neighbor Query for Moving Objects with Uncertain Velocity
    Yuan-Ko Huang
    Chao-Chun Chen
    Chiang Lee
    [J]. GeoInformatica, 2009, 13 (1) : 1 - 25
  • [8] Evaluating continuous K-nearest neighbor query on moving objects with uncertainty
    Huang, Yuan-Ko
    Liao, Shi-Jei
    Lee, Chiang
    [J]. INFORMATION SYSTEMS, 2009, 34 (4-5) : 415 - 437
  • [9] Continuous K-Nearest Neighbor Query for Moving Objects with Uncertain Velocity
    Huang, Yuan-Ko
    Chen, Chao-Chun
    Lee, Chiang
    [J]. GEOINFORMATICA, 2009, 13 (01) : 1 - 25
  • [10] Vague continuous K-nearest neighbor queries over moving objects with uncertain velocity in road networks
    Fan, Ping
    Li, Guohui
    Yuan, Ling
    Li, Yanhong
    [J]. INFORMATION SYSTEMS, 2012, 37 (01) : 13 - 32