JOURNAL ARTICLE

The UIO-based LMMSE filter for NCSs with packet dropout

Abstract

This paper puts forward a UIO-based linear-minimum-mean-square-error (LMMSE) estimation problem of a class of the net-worked control systems (NCSs), and the disturbance of the state and its measurements is zero mean white noise with covariance being ; An unknown input observer (UIO) is established stemmed from a linear multi-sensor model and a linear time-varying estimation error system is proposed where packet dropouts are presented as zero-mean white input noise. Based on the error system, a LMMSE estimator is set up to obtain an error estimate of the state. By compensating the primary estimate of the UIO with the error estimate of the LMMSE, a much more accurate estimate of the state is achieved. A numerical example of distributive target tracking is given to illustrate the proposed estimator.

Keywords:
Minimum mean square error Control theory (sociology) Estimator Kalman filter White noise Computer science Additive white Gaussian noise Network packet Mean squared error Covariance Dropout (neural networks) Mathematics Noise (video) Algorithm Statistics Control (management) Artificial intelligence

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Topics

Stability and Control of Uncertain Systems
Physical Sciences →  Engineering →  Control and Systems Engineering
Fault Detection and Control Systems
Physical Sciences →  Engineering →  Control and Systems Engineering
Target Tracking and Data Fusion in Sensor Networks
Physical Sciences →  Computer Science →  Artificial Intelligence

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