Signature-File-Based Approach for Query Answering Over Wireless Sensor Networks

Wireless sensor networks (WSNs) are widely used in many application fields. Because sensor nodes are generally battery powered, to prolong network lifetime, energy conservation becomes a major concern in answering queries over sensor networks. In addition, a robust and fault-tolerant data-collection method is highly desirable against a lossy network with low-quality wireless communication links and unreliable sensor nodes. We propose a signature-file-based approach to approximately answer queries over WSNs. By combining the duplicate-insensitive structure of signature files and the redundant multipath routing approach, we create a robust in-network aggregation scheme, which can answer both aggregative and range queries with high accuracy while significantly reducing the cost of message transmissions. Simulations have been conducted to evaluate the performance of this approach under various network conditions. Compared with previous solutions, our signature-file-based approach achieves the highest accuracy under reasonable energy cost.

[1]  Wei Hong,et al.  Proceedings of the 5th Symposium on Operating Systems Design and Implementation Tag: a Tiny Aggregation Service for Ad-hoc Sensor Networks , 2022 .

[2]  Yunhao Liu,et al.  Rendered Path: Range-Free Localization in Anisotropic Sensor Networks With Holes , 2007, IEEE/ACM Transactions on Networking.

[3]  Srinivasan Seshan,et al.  Synopsis diffusion for robust aggregation in sensor networks , 2004, SenSys '04.

[4]  Deborah Estrin,et al.  GPS-less low-cost outdoor localization for very small devices , 2000, IEEE Wirel. Commun..

[5]  Wei Hong,et al.  Beyond Average: Toward Sophisticated Sensing with Queries , 2003, IPSN.

[6]  Yunhao Liu,et al.  Underground Structure Monitoring with Wireless Sensor Networks , 2007, 2007 6th International Symposium on Information Processing in Sensor Networks.

[7]  Christos Faloutsos,et al.  Access methods for text , 1985, CSUR.

[8]  Deborah Estrin,et al.  Directed diffusion: a scalable and robust communication paradigm for sensor networks , 2000, MobiCom '00.

[9]  Brian D. O. Anderson,et al.  Localization in sparse networks using sweeps , 2006, MobiCom '06.

[10]  Jeffrey Considine,et al.  Approximate aggregation techniques for sensor databases , 2004, Proceedings. 20th International Conference on Data Engineering.

[11]  Kotagiri Ramamohanarao,et al.  A two level superimposed coding scheme for partial match retrieval , 1983, Inf. Syst..

[12]  Sagar Naik,et al.  Localized routing trees for query processing in sensor networks , 2005, CIKM '05.

[13]  Vishnu Navda,et al.  Efficient gathering of correlated data in sensor networks , 2008, TOSN.

[14]  Amitava Datta,et al.  Energy-Efficient Communication Protocols for Wireless Networks , 2003, ICOIN.

[15]  Yunhao Liu,et al.  Non-Threshold based Event Detection for 3D Environment Monitoring in Sensor Networks , 2007, 27th International Conference on Distributed Computing Systems (ICDCS '07).

[16]  Wei Hong,et al.  Model-Driven Data Acquisition in Sensor Networks , 2004, VLDB.