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PLS-Based Robust Inferential Control for a Packed-Bed Reactor

Budman, H. M. and Holcomb, T. and Morari, M. (1991) PLS-Based Robust Inferential Control for a Packed-Bed Reactor. In: 1991 American Control Conference. IEEE , Piscataway, NJ, pp. 256-261. ISBN 0-87942-565-2. https://resolver.caltech.edu/CaltechAUTHORS:20170619-172208220

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Abstract

This paper compares the performance of two different inferential schemes when applied to an experimental packed-bed reactor. The first scheme, proposed initially by Brosilow, is designed based on Kalman filter estimation. The second less traditional design uses an estimator computed from the Partial Least Squares regression method (PLS). The second approach was found to give superior performance when the nonlinear system under study is operated is a wide range of operating points. Due to the nonlinearity of the system it is essential to address the issue of robustness of the proposed schemes. This is formally done in this work using Structured Singular Value Theory. For the robustness analysis it is crucial to develop a realistic but not overly conservative uncertainty description. Since the PLS estimator uses a large number of measurements, a robust design based on the uncertainty associated with each one of the measurements would be very conservative. To overcome this problem a lumped uncertainty description is proposed which is identified directly from experiments.


Item Type:Book Section
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http://ieeexplore.ieee.org/document/4791367/PublisherArticle
Additional Information:© 1991 IEEE. This proceedings paper is a condensation of the the journal article submitted to Industrial and Engineering Chemistry Research [2]. Hector Budman would like to acknowledge the financial support of the Rothschild and Bentrell Foundations. Tyler Holcomb is the recipient of a National Science Foundation Graduate Fellowship.
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Funding AgencyGrant Number
Rothschild Foundation UNSPECIFIED
Bentrell FoundationUNSPECIFIED
NSF Graduate Research FellowshipUNSPECIFIED
Record Number:CaltechAUTHORS:20170619-172208220
Persistent URL:https://resolver.caltech.edu/CaltechAUTHORS:20170619-172208220
Official Citation:H. M. Budman, T. Holcomb and M. Morari, "PLS-Based Robust Inferential Control for a Packed-Bed Reactor," 1991 American Control Conference, Boston, MA, USA, 1991, pp. 256-261.
Usage Policy:No commercial reproduction, distribution, display or performance rights in this work are provided.
ID Code:78351
Collection:CaltechAUTHORS
Deposited By: Kristin Buxton
Deposited On:20 Jun 2017 15:16
Last Modified:03 Oct 2019 18:07

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