Browse > Article

Continuous Nearest Neighbor Query Processing on Trajectory of Moving Objects  

지정희 (충북대학교 전자계산학과)
최보윤 (충북대학교 전자계산학과)
김상호 (충북대학교 연구원)
류근호 (충북대학교 전기전자 및 컴퓨터공학부)
Abstract
Recently, as growing of interest for LBS(location-based services) techniques, lots of works on moving objects that continuously change their information over time, have been performed briskly. Also, researches for NN(nearest neighbor) query which has often been used in LBS, are progressed variously However, the results of conventional NN Query processing techniques may be invalidated as the query and data objects move. Therefore, they are usually meaningless in moving object management system such as LBS. To solve these problems, in this paper we propose a new nearest neighbor query processing technique, called CTNN, which is possible to meet accurate and continuous query processing for moving objects. Our techniques include an Approximate CTNN(ACTNN) technique, which has quick response time, and an Exact CTNN(ECTNN) technique, which makes it possible to search nearest neighbor objects accurately. In order to evaluate the proposed techniques, we experimented with various datasets. Experimental results showed that the ECTNN technique has high accuracy, but has a little low performance for response time. Also the ACTNN technique has low accuracy comparing with the ECTNN, but has quick response time The proposed techniques can be applied to navigation system, traffic control system, distribution information system, etc., and specially are most suitable when both data and query are moving objects and when we already know their trajectory.
Keywords
nearest neighbor query; moving objects; continuous nearest neighbor query;
Citations & Related Records
Times Cited By KSCI : 1  (Citation Analysis)
연도 인용수 순위
1 Stephan Volmer, 'Fast Approximate Nearest Neighbor Queries in Metric Feature Spaces by Buoy-Indexing,' VISUAL 2002, pp.36-49
2 George Kollios, Dimitrios Gunopulos, Vassilis J. Tsotras, 'Nearest Neighbor Queries in a Mobile Environment,' Spatio-Tempolra Database Management 1999, pp.119-134
3 Rimantas Benetis, Christian S. Jensen, Gytis Karciauskas, Simonas Saltenis, 'Nearest Neighbor and Reverse Nearest Neighbor Queries for Moving Objects,' IDEAS 2002, pp.44-53   DOI
4 Simonas Saltenis, Christian S. Jensen, 'Indexing the Position of Continuously Moving Object,' SIGMOD Conference 2000, pp.331-342
5 Yufei Tao, Dimitris Papadias, 'Spatial Queries in Dynamic Environments,' TODS 2003   DOI   ScienceOn
6 N.Katayama & S.Satoh, 'The SR-tree: An Index Structure for High-Dimensional Nearest Neighbor Queries,' Proc. ACM SIGMOD Conf, Tucson, Arizona, May 1997   DOI
7 Suni Araym, David M. Mount, Nathan S. Netanyahu, Ruth Silverman, Angela Y. Wu, 'An Optimal Algorithm for Approximate Nearest Neighbor Searching Fixed Dimensions,' JACM 1998, pp.891-923   DOI   ScienceOn
8 Piotr Indyk, Rajeev Motwani, 'Approximate Nearest Neighbors : Towards Removing the Curse of Dimensionality,' STOC 1998, pp.604-613   DOI
9 King-Ip, Congjun Yang, 'The ANN-tree : An Index for Efficient Approximate Nearest Neighbor Search,' DASFAA 2001, pp.174-181   DOI
10 David A. White, Ramesh Jain, 'Similarity Indexing with the SS-tree,' ICDE 1996, pp.516-523   DOI
11 Nick Roussopoulos, Stephen Kelley, Fredeic Vincent, 'Nearest Neighbor Queries,' SIGMOD Conference 1995, pp.71-79
12 Apostolos Papadopoulos, Yannis Manolopoulos, 'Performance of Nearest Neighbor Queries in R-tree,' ICDT 1997, pp.394-408
13 Stefan Berchtold, Bernhard Ertl, Daniel A. Keim, Hans-Peter Kriegel, Thomas Seidl, 'Fast Nearest Neighbor Search in High-Dimensional Space,' ICDE 1998, pp.209-218
14 Cui Yu, Beng Chin Ooi, Kian-Lee Tan, H.V. Jagadish, 'Indexing the Distance : An Efficient Method to KNN Processing,' VLDB 2001, pp.421-430
15 Danxhou Liu, Ee-Peng Lim, We Keong Ng, 'Efficient k Nearest Neighbor Queries on Remote Spatial Database Using Range Estimation,' SSDBM 2002, pp.121-130
16 A. Prasad Sistla, Ouri Wolfson, Sam Chamberlain, Son Dao, 'Modeling and Querying Moving Objects,' ICDE 1997, pp.422-432
17 Flip Korn, Nikolas Sidiropoulos, Christos Faloutsos, Eliot Siegel, Zenon Protopapas, 'Fast Nearest Neighbor Search in Medical Image Databases,' VLDB 1996, pp.215-226
18 Kriengkrai Porkaew, Iosif Lazaridis, Sharad Mehrotra, 'Querying Mobile Objects in Spatio-Temporal Databases,' SSTD 2001, pp.59-78
19 Like Gao, Zhengrong Yao, Xiaoyang Sean Wang, 'Evaluating Continuous Nearest Neighbor Queries for Streaming Time Series via Pre-Fetching,' CIKM 2002, pp.485-492   DOI
20 Jose Moreira, Cristina Ribeiro, Jean-Marc Saglio, 'Representation and Manipulation of Moving Points: An Extended Data Model for Location Estimation,' Cartography and Geographic Information Systems(CaGIS), ACSM, Vol.26, No.2, April 1999
21 M. de Berg, M. van Kreveld, M. Overmars and O. Schwarzkopf, Computational Geometry Algorithms and Applications. Springer-Verlag, March 1997
22 Yannis Theodoridis, Mario A. Nascimento, 'Generating Spatiotemporal Datasets on the WWW,' SIGMOD 2000, pp.39-43