Location-Based Data Dissemination for Spatial Queries in Wireless Broadcast Environments

Most current research on Location-Based Services (LBSs, for short) assumes point-to-point wireless communication, where the server processes a query and returns the query result to the user via a point-to-point wireless channel. However, LBSs via point-to-point wireless channel suffer from a tremendous amount of traffic and service requests from the user and thereby result in poor performance. In this paper, we present broadcast-based spatial query processing algorithms designed to support k-NN (k-Nearest Neighbor) and range queries via a wireless network. The task of the query processor is to selectively monitor the wireless broadcast channel, when the data items are disseminated by the server, according to their locations. Experiments are conducted to evaluate the performance of the proposed algorithms. Comprehensive experiments illustrate that the presented algorithms are highly scalable and are more efficient than the previous techniques in terms of both access time and energy consumption.

[1]  Paul J. M. Havinga,et al.  Protocol assessment issues in low duty cycle sensor networks: the switching energy , 2006, IEEE International Conference on Sensor Networks, Ubiquitous, and Trustworthy Computing (SUTC'06).

[2]  Jianliang Xu,et al.  Grid-partition index: a hybrid method for nearest-neighbor queries in wireless location-based services , 2005, The VLDB Journal.

[3]  Chong-Sun Hwang,et al.  Broadcasting and Prefetching Schemes for Location Dependent Information Services , 2004, W2GIS.

[4]  Prashant J. Shenoy,et al.  Dissemination of dynamic data , 2001, SIGMOD '01.

[5]  Tracy Camp,et al.  A survey of mobility models for ad hoc network research , 2002, Wirel. Commun. Mob. Comput..

[6]  Wang-Chien Lee,et al.  Search continuous nearest neighbors on the air , 2004, The First Annual International Conference on Mobile and Ubiquitous Systems: Networking and Services, 2004. MOBIQUITOUS 2004..

[7]  C. Hwang,et al.  Continuous spatial queries via wireless data broadcast , 2006, SAC.

[8]  Tomasz Imielinski,et al.  Data on Air: Organization and Access , 1997, IEEE Trans. Knowl. Data Eng..

[9]  Wang-Chien Lee,et al.  DSI: A Fully Distributed Spatial Index for Location-Based Wireless Broadcast Services , 2005, 25th IEEE International Conference on Distributed Computing Systems (ICDCS'05).

[10]  Chong-Sun Hwang,et al.  Location-Based Caching Scheme for Mobile Clients , 2005, WAIM.

[11]  Jianliang Xu,et al.  Exponential index: a parameterized distributed indexing scheme for data on air , 2004, MobiSys '04.

[12]  Marios Hadjieleftheriou,et al.  R-Trees - A Dynamic Index Structure for Spatial Searching , 2008, ACM SIGSPATIAL International Workshop on Advances in Geographic Information Systems.

[13]  Wang-Chien Lee,et al.  Search K Nearest Neighbors on Air , 2003, Mobile Data Management.

[14]  Walid G. Aref,et al.  Efficient Evaluation of Continuous Range Queries on Moving Objects , 2002, DEXA.

[15]  Bhaskar Krishnamachari,et al.  An adaptive energy-efficient and low-latency MAC for data gathering in wireless sensor networks , 2004, 18th International Parallel and Distributed Processing Symposium, 2004. Proceedings..

[16]  Nick Roussopoulos,et al.  Nearest neighbor queries , 1995, SIGMOD '95.

[17]  Jianliang Xu,et al.  The D-tree: an index structure for planar point queries in location-based wireless services , 2004, IEEE Transactions on Knowledge and Data Engineering.

[18]  Nathan Ickes,et al.  Physical layer driven protocol and algorithm design for energy-efficient wireless sensor networks , 2001, MobiCom '01.

[19]  Wang-Chien Lee,et al.  Spatial Queries in Wireless Broadcast Systems , 2004, Wirel. Networks.

[20]  Ling Liu,et al.  Energy efficient exact kNN search in wireless broadcast environments , 2004, GIS '04.

[21]  Walid G. Aref,et al.  SEA-CNN: scalable processing of continuous k-nearest neighbor queries in spatio-temporal databases , 2005, 21st International Conference on Data Engineering (ICDE'05).

[22]  Walid G. Aref,et al.  Query Processing in Broadcasted Spatial Index Trees , 2001, SSTD.

[23]  Tomasz Imielinski,et al.  Energy efficient indexing on air , 1994, SIGMOD '94.

[24]  John S. Baras,et al.  Adaptive Data Broadcast in Hybrid Networks , 1997, VLDB.

[25]  Prashant J. Shenoy,et al.  Adaptive push-pull: disseminating dynamic web data , 2001, WWW '01.

[26]  Yon Dohn Chung,et al.  An index replication scheme for wireless data broadcasting , 2000, J. Syst. Softw..

[27]  David J. Goodman,et al.  General packet radio service in GSM , 1997, IEEE Commun. Mag..

[28]  Chong-Sun Hwang,et al.  Effective Low-Latency K-Nearest Neighbor Search Via Wireless Data Broadcast , 2006, DASFAA.

[29]  Jeffrey Shallit On infinite products associated with sums of digits , 1985 .