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Published in: Measurement Techniques 4/2023

04-08-2023

Virtual Sensors for Discrete-Time Nonlinear Systems

Authors: A. N. Zhirabok, A. V. Zuev, A. E. Shumsky

Published in: Measurement Techniques | Issue 4/2023

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Abstract

The problem of virtual sensor design is described for a given technical system equipped with sensors to measure the components of its state vector. Such sensors can be useful in cases where existing physical sensors are insufficient or a failed sensor needs to be replaced. The use of additional physical sensors to achieve the necessary result may require extra costs; in addition, the reliability of such sensors is usually low. The authors state and solve the problem of designing virtual sensors for technical systems described by dynamic models representing nonsmooth nonlinearities (dry friction, play, hysteresis, and saturation) under external perturbations. Relations are presented that enable the design of a sensor of minimum complexity that can estimate given state vector components of the system. A sensor synthesized in this way will be insensitive or minimally sensitive to external perturbations and can complement existing physical sensors or replace a failed physical sensor. Theoretical principles are illustrated using the design of virtual sensors for a known three-tank system as an example. The conducted Matlab-based simulation confirms the accuracy of computations and design. The obtained results can be applied in the design of fault-tolerant systems.

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Literature
9.
go back to reference A. Zhirabok and A. Shumsky, Algebraicheskie Metody Analiza Nelinejnyh Dinamicheskih Sistem, Vladivostok, Dalnauka Publ., 2008. A. Zhirabok and A. Shumsky, Algebraicheskie Metody Analiza Nelinejnyh Dinamicheskih Sistem, Vladivostok, Dalnauka Publ., 2008.
Metadata
Title
Virtual Sensors for Discrete-Time Nonlinear Systems
Authors
A. N. Zhirabok
A. V. Zuev
A. E. Shumsky
Publication date
04-08-2023
Publisher
Springer US
Published in
Measurement Techniques / Issue 4/2023
Print ISSN: 0543-1972
Electronic ISSN: 1573-8906
DOI
https://doi.org/10.1007/s11018-023-02215-8

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