JOURNAL ARTICLE

Optimal Linear Exponential Quadratic Gaussian Estimation With Intermittent Observations

Jiapeng XuXiaotai WuYang Tang

Year: 2019 Journal:   IEEE Control Systems Letters Vol: 3 (4)Pages: 936-941   Publisher: Institute of Electrical and Electronics Engineers

Abstract

This letter is concerned with the problem of optimal linear exponential quadratic state estimation for discrete-time Gauss-Markov systems with intermittent observations. The optimal estimator and optimal cost are derived via an information state approach. The necessary and sufficient condition for the existence of the estimator is provided. For a special case when a scalar parameter in the exponential cost goes to zero, the derived estimator reduces to the corresponding Kalman filter. It is also interesting to note that the resulting estimator has the same form as that obtained from the H setting.

Keywords:
Estimator Kalman filter Applied mathematics Mathematics Exponential function Quadratic equation Gaussian State (computer science) Sequential estimation Mathematical optimization Computer science Algorithm Statistics Mathematical analysis Physics

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7
Cited By
0.46
FWCI (Field Weighted Citation Impact)
26
Refs
0.70
Citation Normalized Percentile
Is in top 1%
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Citation History

Topics

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

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