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Data-Driven Modeling of a Pilot Plant Batch Reactor and Validation of a Nonlinear Model Predictive Controller for Dynamic Temperature Profile Tracking
[Image: see text] Batch process plays a very crucial and important role in process industries. The increased operational flexibility and trend toward high-quality, low-volume chemical production has put more emphasis on batch processing. In this work, nonlinearities associated with the batch reactor...
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/PMC8264850/ https://www.ncbi.nlm.nih.gov/pubmed/34250331 http://dx.doi.org/10.1021/acsomega.1c00087 |
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author | Yadav, Eadala Sarath Shettigar J, Prajwal Poojary, Sushmitha Chokkadi, Shreesha Jeppu, Gautham Indiran, Thirunavukkarasu |
author_facet | Yadav, Eadala Sarath Shettigar J, Prajwal Poojary, Sushmitha Chokkadi, Shreesha Jeppu, Gautham Indiran, Thirunavukkarasu |
author_sort | Yadav, Eadala Sarath |
collection | PubMed |
description | [Image: see text] Batch process plays a very crucial and important role in process industries. The increased operational flexibility and trend toward high-quality, low-volume chemical production has put more emphasis on batch processing. In this work, nonlinearities associated with the batch reactor process have been studied. ARX and NARX models have been identified using open-loop data obtained from the pilot plant batch reactor. The performance of the batch reactor with conventional linear controllers results in aggressive manipulated variable action and larger energy consumption due to its inherent nonlinearity. This issue has been addressed in the proposed work by identifying the nonlinear model and designing a nonlinear model predictive controller for a pilot plant batch reactor. The implementation of the proposed method has resulted in smooth response of the manipulated variable as well as reactor temperature on both simulation and real-time experimentation. |
format | Online Article Text |
id | pubmed-8264850 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2021 |
publisher | American Chemical Society |
record_format | MEDLINE/PubMed |
spelling | pubmed-82648502021-07-09 Data-Driven Modeling of a Pilot Plant Batch Reactor and Validation of a Nonlinear Model Predictive Controller for Dynamic Temperature Profile Tracking Yadav, Eadala Sarath Shettigar J, Prajwal Poojary, Sushmitha Chokkadi, Shreesha Jeppu, Gautham Indiran, Thirunavukkarasu ACS Omega [Image: see text] Batch process plays a very crucial and important role in process industries. The increased operational flexibility and trend toward high-quality, low-volume chemical production has put more emphasis on batch processing. In this work, nonlinearities associated with the batch reactor process have been studied. ARX and NARX models have been identified using open-loop data obtained from the pilot plant batch reactor. The performance of the batch reactor with conventional linear controllers results in aggressive manipulated variable action and larger energy consumption due to its inherent nonlinearity. This issue has been addressed in the proposed work by identifying the nonlinear model and designing a nonlinear model predictive controller for a pilot plant batch reactor. The implementation of the proposed method has resulted in smooth response of the manipulated variable as well as reactor temperature on both simulation and real-time experimentation. American Chemical Society 2021-06-21 /pmc/articles/PMC8264850/ /pubmed/34250331 http://dx.doi.org/10.1021/acsomega.1c00087 Text en © 2021 The Authors. Published by American Chemical Society 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 | Yadav, Eadala Sarath Shettigar J, Prajwal Poojary, Sushmitha Chokkadi, Shreesha Jeppu, Gautham Indiran, Thirunavukkarasu Data-Driven Modeling of a Pilot Plant Batch Reactor and Validation of a Nonlinear Model Predictive Controller for Dynamic Temperature Profile Tracking |
title | Data-Driven Modeling of a Pilot Plant Batch Reactor
and Validation of a Nonlinear Model Predictive Controller for Dynamic
Temperature Profile Tracking |
title_full | Data-Driven Modeling of a Pilot Plant Batch Reactor
and Validation of a Nonlinear Model Predictive Controller for Dynamic
Temperature Profile Tracking |
title_fullStr | Data-Driven Modeling of a Pilot Plant Batch Reactor
and Validation of a Nonlinear Model Predictive Controller for Dynamic
Temperature Profile Tracking |
title_full_unstemmed | Data-Driven Modeling of a Pilot Plant Batch Reactor
and Validation of a Nonlinear Model Predictive Controller for Dynamic
Temperature Profile Tracking |
title_short | Data-Driven Modeling of a Pilot Plant Batch Reactor
and Validation of a Nonlinear Model Predictive Controller for Dynamic
Temperature Profile Tracking |
title_sort | data-driven modeling of a pilot plant batch reactor
and validation of a nonlinear model predictive controller for dynamic
temperature profile tracking |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8264850/ https://www.ncbi.nlm.nih.gov/pubmed/34250331 http://dx.doi.org/10.1021/acsomega.1c00087 |
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