• DocumentCode
    35290
  • 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
  • Volume
    58
  • Issue
    4
  • fYear
    2013
  • fDate
    Apr-13
  • Firstpage
    1041
  • Lastpage
    1046
  • 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;
  • fLanguage
    English
  • Journal_Title
    Automatic Control, IEEE Transactions on
  • Publisher
    ieee
  • ISSN
    0018-9286
  • Type

    jour

  • DOI
    10.1109/TAC.2012.2215253
  • Filename
    6286997