Event-Based Sensor Data Scheduling: Trade-Off Between Communication Rate and Estimation Quality
We consider sensor data scheduling for remote state estimation. Due to constrained communication energy and bandwidth, a sensor needs to decide whether it should send the measurement to a remote estimator for further processing. We propose an event-based sensor data scheduler for linear systems and...
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Veröffentlicht in: | IEEE transactions on automatic control 2013-04, Vol.58 (4), p.1041-1046 |
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Format: | Artikel |
Sprache: | eng |
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Zusammenfassung: | We consider sensor data scheduling for remote state estimation. Due to constrained communication energy and bandwidth, a sensor needs to decide whether it should send the measurement to a remote estimator for further processing. We propose an event-based sensor data scheduler for linear systems and derive the corresponding minimum squared error estimator. By selecting an appropriate event-triggering threshold, we illustrate how to achieve a desired balance between the sensor-to-estimator communication rate and the estimation quality. Simulation examples are provided to demonstrate the theory. |
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ISSN: | 0018-9286 1558-2523 1558-2523 |
DOI: | 10.1109/TAC.2012.2215253 |