Frequency-domain-based, control-relevant model reduction for nonlinear plants
DSpace at IIT Bombay
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Title |
Frequency-domain-based, control-relevant model reduction for nonlinear plants
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Creator |
SHREESHA, C
GUDI, RD NATARAJ, PSV |
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Subject |
2nd-order volterra models
predictive control identification systems design |
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Description |
Chemical plants exhibit nonlinear dynamics that need to be captured accurately for model-based control. This paper focuses on a frequency-domain-based, control-relevant model reduction strategy for nonlinear process plants. The generalized frequency response function proposed for the nonlinear plants has been used to analyze the characteristics of nonlinear structures in the frequency domain, from a control-relevant viewpoint. Control-relevant model reduction is sought by minimizing the mismatch between a higher order, nonlinear proxy plant and candidate reduced order nonlinear model structures. The minimization is proposed to be done by prefiltering of identification data to shape the mismatch in a control-relevant manner. For these prefilters as well, candidate linear and nonlinear structures are evaluated and an algorithm to design the prefilters to reflect the servo and regulatory performance specifications is proposed. The model reduction methodology is used along with a nonlinear internal model control (NIMC) algorithm and is demonstrated on a simple simulation as well as on a representative nonlinear chemical reactor studied in the literature.
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Publisher |
AMER CHEMICAL SOC
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Date |
2011-07-14T05:47:56Z
2011-12-26T12:48:13Z 2011-12-27T05:46:36Z 2011-07-14T05:47:56Z 2011-12-26T12:48:13Z 2011-12-27T05:46:36Z 2002 |
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Type |
Article
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Identifier |
INDUSTRIAL & ENGINEERING CHEMISTRY RESEARCH, 41(20), 5006-5015
0888-5885 http://dx.doi.org/10.1021/ie010946x http://dspace.library.iitb.ac.in/xmlui/handle/10054/3870 http://hdl.handle.net/10054/3870 |
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Language |
en
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