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Dynamic Control and Power Management Algorithm For Continuous Wireless Monitoring in Sensor Networks
Tampa, Florida, USA November 16-November 18
DOI Bookmark: http://doi.ieeecomputersociety.org/10.1109/LCN.2004.4629th Annual IEEE International Confer ...
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Ashit Talukder, Jet Propulsion Laboratory/NASA
Rajankumar Bhatt, CHLA/Univ. of Southern California
Tanwir Sheikh, CHLA/Univ. of Southern California
Rishi Pidva, CHLA/Univ. of Southern California
L. Chandramouli, CHLA/Univ. of Southern California
S. Monacos, Jet Propulsion Laboratory/NASA
We discuss a novel control methodology for power management in heterogeneous distributed sensor networks. Many algorithms for resource management in sensor networks require complete knowledge of the external environment and the sensor network system, and are rule-based; this restricts their use in dynamic environments. We present an event based control optimization formulation of the resource management problem and discuss a method to adaptively change desired system performance of the sensor network in response to events. This functionality is critical in field-deployable sensor networks where continuous operation is expensive and system adaptation is critical for extended operation in the face of dynamic external events. We show results on various synthetic heterogeneous sensor networks where only partially accurate information about the sensing system is available and illustrate the efficacy of the control algorithm in handling such incorrect models with a negligible increase in transmission of the optimal control settings. We show that the run-time performance of the control algorithm scales quadratically with increasing number of sensors.
Index Terms:
Control, distributed sensing, data prioritization, machine learning, model predictive control, sensor networks, pattern recognition, resource management, mathematical optimization, wireless communication
Citation:
Ashit Talukder, Rajankumar Bhatt, Tanwir Sheikh, Rishi Pidva, L. Chandramouli, S. Monacos, "Dynamic Control and Power Management Algorithm For Continuous Wireless Monitoring in Sensor Networks," lcn, pp.498-505, 29th Annual IEEE International Conference on Local Computer Networks (LCN'04), 2004
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