Title :
Event-Based Sensor Data Scheduling: Trade-Off Between Communication Rate and Estimation Quality
Author :
Junfeng Wu ; Qing-Shan Jia ; Johansson, Karl H. ; Ling Shi
Author_Institution :
Dept. of Electron. & Comput. Eng., Hong Kong Univ. of Sci. & Technol., Kowloon, China
Abstract :
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.
Keywords :
control engineering computing; estimation theory; least mean squares methods; linear systems; networked control systems; constrained communication energy; estimation quality; event-based sensor data scheduling; event-triggering threshold; linear system; minimum squared error estimator; remote estimator; sensor-to-estimator communication rate; Approximation methods; Covariance matrix; Estimation error; Scheduling; State estimation; Stochastic processes; Estimation performance; Kalman filter; event-based scheduling; sensor scheduling;
Journal_Title :
Automatic Control, IEEE Transactions on
DOI :
10.1109/TAC.2012.2215253