DACS: A dynamic approximative caching scheme for Wireless Sensor Networks

N. Hoeller, C. Reinke, J. Neumann, S. Groppe, F. Frischat, V. Linnemann

Abstract

Saving energy in Wireless Sensor Networks is essential to extend the lifetime of in-field deployments. Previous research has shown that communication is generally the most energy consuming task and needs to be reduced in order to build resource-efficient long-term applications. The communication demand for retrieving query results from deep within the sensor network is typically high. As a result, frequent non-continuous data acquisition consumes a lot of energy and shortens the lifetime of the sensor network significantly. In this work we discuss optimizations for processing high amounts of unique queries by using a dynamic adaptive caching scheme: DACS. In DACS query results can be retrieved from caches that are placed nearer to the query source instead of sending queries deep into the network. The communication demand can be significantly reduced and the entire network lifetime is extended. To verify cache coherence in sensor networks with non-reliable communication channels, an approximative update policy is used. To localize the adequate cache adaptively, model-driven queries including a degree of demanded result quality can be defined. The entire logic is thereby processed by DACS and hidden to the user. The significant energy conservation is proven in evaluations that include real sensor node deployments.
Original languageEnglish
Title of host publication2010 Fifth International Conference on Digital Information Management (ICDIM)
Number of pages8
PublisherIEEE
Publication date01.07.2010
Pages339-346
Article number5664208
ISBN (Print) 978-1-4244-7572-8
ISBN (Electronic)978-1-4244-7573-5
DOIs
Publication statusPublished - 01.07.2010
Event2010 5th International Conference on Digital Information Management
- Thunder Bay, Canada
Duration: 05.07.201008.07.2010
Conference number: 83397

Research Areas and Centers

  • Research Area: Intelligent Systems
  • Centers: Center for Artificial Intelligence Luebeck (ZKIL)

DFG Research Classification Scheme

  • 409-04 Operating, Communication, Database and Distributed Systems

Fingerprint

Dive into the research topics of 'DACS: A dynamic approximative caching scheme for Wireless Sensor Networks'. Together they form a unique fingerprint.

Cite this