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Prediction-based Monitoring in Sensor Networks: Taking Lessons from MPEG
Technical documentation   Open access

Prediction-based Monitoring in Sensor Networks: Taking Lessons from MPEG

Samir Goel and Tomasz Imieliński
Rutgers University
2001
DOI:
https://doi.org/10.7282/T380566N

Abstract

In this paper we discuss the problem of monitoring data sensed in large sensor networks. A sensor typically runs on a battery having a limited lifetime. In order to increase the lifetime of a sensor it is important that the mechanisms used in monitoring them be energy efficient. In this paper, we propose a new paradigm called Prediction-based monitoring for energy-efficient monitoring. We show that the paradigm can be visualized as a watching of a “sensor movie” and that concepts from MPEG may be applied to it. We have implemented the proposed algorithms in a testbed of Rene motes[Motes]. Experimental results show that the proposed solutions cut down the energy consumption by more than 5 times, considerably increasing sensor lifetimes, and thereby, the lifetime of the networks formed from these sensors.
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