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Modeling and estimation of dynamics of time-delayed plants/processes

Modeling and estimation of dynamics of time-delayed plants/processes A real-time identification scheme based on relay autotuning and state-space analysis for the estimation of dynamics of time-delayed plants is proposed in this article. A set of mathematical expressions for parameter estimation of the process dynamics in the form of first- and second-order plus time delay transfer functions is derived. A relay with a hysteresis band is utilized for the mitigation of undesired noise content present at the process output in the noisy environment. The proposed method is studied on well-known process dynamics in comparison with the models available in the literature. After that, the relay autotuning tests (with and without hysteresis band) are conducted for the identification of dynamics of a real-time level control unit on a distributed control system platform with industry-standard field instruments. Finally, the experimental results from the relay tests are appended to show the practical applicability of the proposed modeling scheme and verify the dynamics in comparison with the actual data. http://www.deepdyve.com/assets/images/DeepDyve-Logo-lg.png International Journal of Dynamics and Control Springer Journals

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References (31)

Publisher
Springer Journals
Copyright
Copyright © The Author(s), under exclusive licence to Springer-Verlag GmbH Germany, part of Springer Nature 2022
ISSN
2195-268X
eISSN
2195-2698
DOI
10.1007/s40435-022-00965-x
Publisher site
See Article on Publisher Site

Abstract

A real-time identification scheme based on relay autotuning and state-space analysis for the estimation of dynamics of time-delayed plants is proposed in this article. A set of mathematical expressions for parameter estimation of the process dynamics in the form of first- and second-order plus time delay transfer functions is derived. A relay with a hysteresis band is utilized for the mitigation of undesired noise content present at the process output in the noisy environment. The proposed method is studied on well-known process dynamics in comparison with the models available in the literature. After that, the relay autotuning tests (with and without hysteresis band) are conducted for the identification of dynamics of a real-time level control unit on a distributed control system platform with industry-standard field instruments. Finally, the experimental results from the relay tests are appended to show the practical applicability of the proposed modeling scheme and verify the dynamics in comparison with the actual data.

Journal

International Journal of Dynamics and ControlSpringer Journals

Published: Feb 1, 2023

Keywords: Process dynamics; Estimation and modeling; State-space method; Relay autotuning

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