• DocumentCode
    737331
  • Title

    Path k\\hbox {NN} Query Processing in Mobile Systems

  • Author

    Zhao, Geng ; Xuan, Kefeng ; Taniar, David

  • Author_Institution
    Clayton Sch. of Inf. Technol., Monash Univ., Melbourne, VIC, Australia
  • Volume
    60
  • Issue
    3
  • fYear
    2013
  • fDate
    3/1/2013 12:00:00 AM
  • Firstpage
    1099
  • Lastpage
    1107
  • Abstract
    Digital ecosystems which have been inspired by natural systems aim to address the complexity of digital world which is expected to have the capabilities to self-organize, is scalable, and is attainable. Spatial networks consisting of geospatial objects and paths that link the objects form a digital ecosystem in the context of geoinformatics. With the recent development of mobile devices using inexpensive wireless networks, applications to access interest objects and their paths in the spatial world are getting more in demand. In this paper, we introduce the concept of path-based k nearest neighbor (pkNN). Given a set of candidate interest objects, a query point, and the number of objects k, pkNN finds the shortest path that goes through all k interest objects with the minimum shortest distance among all possible paths. pkNN is useful when users would like to visit all k interest objects one by one from the query point, in which pkNN will give the users the shortest path. We have addressed the complexities of the pkNN method, covering various looping paths, U-turn, and the possibilities to encounter local minima. Our performance evaluations show that pkNN performs well in respect to various object densities on the map due to our proposed pruning methods to reduce the search space.
  • Keywords
    ecology; mobile radio; query processing; radio networks; telecommunication computing; U-turn; digital ecosystem; geoinformatic context; geospatial objects; inexpensive wireless networks; mobile device system; path kNN query processing; path-based k nearest neighbor; pruning methods; search space; spatial network; various looping paths; Acceleration; Ecosystems; Euclidean distance; Mobile communication; Mobile computing; Query processing; Roads; $k$ nearest neighbor $(khbox{NN})$; Digital ecosystems; road networks; spatial query processing;
  • fLanguage
    English
  • Journal_Title
    Industrial Electronics, IEEE Transactions on
  • Publisher
    ieee
  • ISSN
    0278-0046
  • Type

    jour

  • DOI
    10.1109/TIE.2011.2167113
  • Filename
    6009188