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Caching and Query Processing of Spatial Data in Mobile Networks
The Hong Kong University of Science and Technology
Department of Computer Science and Engineering
PhD Thesis Defence
Title: "Caching and Query Processing of Spatial Data in Mobile Networks"
By
Mr. Qijun Zhu
Abstract
The emergence of powerful portable devices, along with advances in wireless
communication technologies, has made mobile computing a reality. Data
management in mobile computing is a key research issue and has aroused much
attention in the research community. Since users in mobile computing
environments enjoy unrestricted mobility and ubiquitous information access,
location information, both about the users and the data, is an important factor
to consider in data management. In this thesis, we develop several caching and
query processing techniques for spatial queries in mobile networks. To enhance
spatial query processing in mobile peer-to-peer networks (MP2PNs), we propose a
novel collaborative caching framework, namely, structure-embedded collaborative
caching (SECC), which allows a peer to query its neighboring peers
progressively to build up the query result. We examine research issues on the
caching of index data, identification of the best peers for a query, result
merging and cache replacement. We further investigate a new type of spatial
data, called bounded spatial datasets (BSDs), in which some of the spatial
objects only have known bounding boxes but not known exact positions. This
allows different BSDs to represent the spatial objects in different levels of
location granularity. We study the properties of BSDs and propose several
algorithms for querying distributed BSDs. We provide extensive experimental
results to support the superiority of the proposed methods.
Date: Monday, 22 August 2011
Time: 1:00pm – 3:00pm
Venue: Room 3501
Lifts 25/26
Chairman: Prof. Kai Tang (MECH)
Committee Members: Prof. Dik-Lun Lee (Supervisor)
Prof. Shing-Chi Cheung
Prof. Raymond Wong
Prof. Danny Tsang (ECE)
Prof. Hong-Va Leong (Computing, PolyU)
**** ALL are Welcome ****