JOURNAL ARTICLE

LQG control with quantized innovation Kalman filter

Abstract

The purpose of this paper is to extend our previous work on the multi-level quantized innovation Kalman filter(MLQ-KF). We consider the linear quadratic Gaussian (LQG) optimal control problem in the discrete systems. Under the assumption that the innovation is approximately Gaussian, it is shown that the separation principle remains valid under the quantized measurement output. The optimal LQG controller is then given in terms of two Riccati difference equations associated respectively with the quantized Kalman filter and the standard LQR control. The corresponding minimum cost is also derived. An illustrative example is included to benchmark our proposed quantized LQG control with the standard LQG control.

Keywords:
Linear-quadratic-Gaussian control Kalman filter Optimal projection equations Control theory (sociology) Linear-quadratic regulator Extended Kalman filter Mathematics Controller (irrigation) Optimal control Ensemble Kalman filter Gaussian Riccati equation Computer science Mathematical optimization Control (management) Physics Differential equation Statistics Mathematical analysis Artificial intelligence

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5
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0.64
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29
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0.75
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Citation History

Topics

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

Related Documents

BOOK-CHAPTER

LQG Control with Quantized Innovation Kalman Filter

Keyou YouNan XiaoLihua Xie

Communications and control engineering/Communications and control engineering series Year: 2015 Pages: 205-221
JOURNAL ARTICLE

Multiple-Level Quantized Innovation Kalman Filter

Keyou YouLihua XieShuli SunWendong Xiao

Journal:   IFAC Proceedings Volumes Year: 2008 Vol: 41 (2)Pages: 1420-1425
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