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Development and Validation of Advanced Nonlinear Predictive Control Algorithms for Trajectory Tracking in Batch Polymerization
[Image: see text] In this work, a computationally efficient nonlinear model-based control (NMBC) strategy is developed for a trajectory-tracking problem in an acrylamide polymerization batch reactor. The performance of NMBC is compared with that of nonlinear model predictive control (NMPC). To estim...
Autores principales: | , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
American Chemical Society
2021
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Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8427795/ https://www.ncbi.nlm.nih.gov/pubmed/34514257 http://dx.doi.org/10.1021/acsomega.1c03386 |
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author | Shettigar J, Prajwal Lochan, Kshetrimayum Jeppu, Gautham Palanki, Srinivas Indiran, Thirunavukkarasu |
author_facet | Shettigar J, Prajwal Lochan, Kshetrimayum Jeppu, Gautham Palanki, Srinivas Indiran, Thirunavukkarasu |
author_sort | Shettigar J, Prajwal |
collection | PubMed |
description | [Image: see text] In this work, a computationally efficient nonlinear model-based control (NMBC) strategy is developed for a trajectory-tracking problem in an acrylamide polymerization batch reactor. The performance of NMBC is compared with that of nonlinear model predictive control (NMPC). To estimate the reaction states, a nonlinear state estimator, an unscented Kalman filter (UKF), is employed. Both algorithms are implemented experimentally to track a time-varying temperature profile for an acrylamide polymerization reaction in a lab-scale polymerization reactor. It is shown that in the presence of state estimators the NMBC performs significantly better than the NMPC algorithm in real time for the batch reactor control problem. |
format | Online Article Text |
id | pubmed-8427795 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2021 |
publisher | American Chemical Society |
record_format | MEDLINE/PubMed |
spelling | pubmed-84277952021-09-10 Development and Validation of Advanced Nonlinear Predictive Control Algorithms for Trajectory Tracking in Batch Polymerization Shettigar J, Prajwal Lochan, Kshetrimayum Jeppu, Gautham Palanki, Srinivas Indiran, Thirunavukkarasu ACS Omega [Image: see text] In this work, a computationally efficient nonlinear model-based control (NMBC) strategy is developed for a trajectory-tracking problem in an acrylamide polymerization batch reactor. The performance of NMBC is compared with that of nonlinear model predictive control (NMPC). To estimate the reaction states, a nonlinear state estimator, an unscented Kalman filter (UKF), is employed. Both algorithms are implemented experimentally to track a time-varying temperature profile for an acrylamide polymerization reaction in a lab-scale polymerization reactor. It is shown that in the presence of state estimators the NMBC performs significantly better than the NMPC algorithm in real time for the batch reactor control problem. American Chemical Society 2021-08-26 /pmc/articles/PMC8427795/ /pubmed/34514257 http://dx.doi.org/10.1021/acsomega.1c03386 Text en © 2021 The Authors. Published by American Chemical Society https://creativecommons.org/licenses/by-nc-nd/4.0/Permits non-commercial access and re-use, provided that author attribution and integrity are maintained; but does not permit creation of adaptations or other derivative works (https://creativecommons.org/licenses/by-nc-nd/4.0/). |
spellingShingle | Shettigar J, Prajwal Lochan, Kshetrimayum Jeppu, Gautham Palanki, Srinivas Indiran, Thirunavukkarasu Development and Validation of Advanced Nonlinear Predictive Control Algorithms for Trajectory Tracking in Batch Polymerization |
title | Development and Validation of Advanced Nonlinear Predictive
Control Algorithms for Trajectory Tracking in Batch Polymerization |
title_full | Development and Validation of Advanced Nonlinear Predictive
Control Algorithms for Trajectory Tracking in Batch Polymerization |
title_fullStr | Development and Validation of Advanced Nonlinear Predictive
Control Algorithms for Trajectory Tracking in Batch Polymerization |
title_full_unstemmed | Development and Validation of Advanced Nonlinear Predictive
Control Algorithms for Trajectory Tracking in Batch Polymerization |
title_short | Development and Validation of Advanced Nonlinear Predictive
Control Algorithms for Trajectory Tracking in Batch Polymerization |
title_sort | development and validation of advanced nonlinear predictive
control algorithms for trajectory tracking in batch polymerization |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8427795/ https://www.ncbi.nlm.nih.gov/pubmed/34514257 http://dx.doi.org/10.1021/acsomega.1c03386 |
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