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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...

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Autores principales: Yadav, Eadala Sarath, Shettigar J, Prajwal, Poojary, Sushmitha, Chokkadi, Shreesha, Jeppu, Gautham, Indiran, Thirunavukkarasu
Formato: Online Artículo Texto
Lenguaje:English
Publicado: American Chemical Society 2021
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.
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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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