DocumentCode
406694
Title
A state estimator with reduced sensitivity to sensor quantization
Author
Hodel, A. Scotteward ; Hung, John Y.
Author_Institution
Electr. & Comput. Eng. Dept., Auburn Univ., AL, USA
Volume
1
fYear
2003
fDate
2-6 Nov. 2003
Firstpage
586
Abstract
The authors present a simple method to reduce measurement quantization effects in state estimation. The work addresses a practical problem in industrial electronics, where many modern electronic sensors produce quantized outputs (e.g. incremental encoder), or are sampled with finite quantization in digital control applications (e.g. N-bit analog-to-digital converter). Classical methods often describe quantization error as a random process, but the authors´ approach is motivated by stability considerations from nonlinear systems analysis. Lyapunov stability analysis shows that the effect of quantization is greatly reduced by embedding the nonlinear quantization characteristic within the state estimator in a deterministic fashion. Several simulation examples complement the theoretical analysis. To the authors´ knowledge, the contribution is unique among recent works for its simplicity in addressing the case of large quantization error.
Keywords
Lyapunov methods; digital control; nonlinear systems; quantisation (signal); random processes; sensitivity; stability; state estimation; Lyapunov stability analysis; analog to digital converter; digital control applications; electronic sensors; incremental encoder; industrial electronics; nonlinear quantization; nonlinear systems analysis; random process; sensitivity; sensor quantization; state estimator; Analog-digital conversion; Analytical models; Digital control; Industrial electronics; Lyapunov method; Nonlinear systems; Quantization; Random processes; Stability analysis; State estimation;
fLanguage
English
Publisher
ieee
Conference_Titel
Industrial Electronics Society, 2003. IECON '03. The 29th Annual Conference of the IEEE
Print_ISBN
0-7803-7906-3
Type
conf
DOI
10.1109/IECON.2003.1280045
Filename
1280045
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