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Inferential Composition Control of a Distillation Column Using Active Disturbance Rejection Control with Soft Sensors
This paper presents the integration of active disturbance rejection control (ADRC) with soft sensors for enhancing the composition control performance in a distillation column. Static and dynamic soft sensors are developed to estimate the top and bottom product compositions using multiple tray tempe...
Autores principales: | , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
MDPI
2023
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9861002/ https://www.ncbi.nlm.nih.gov/pubmed/36679817 http://dx.doi.org/10.3390/s23021019 |
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author | Al Kalbani, Fahad Zhang, Jie |
author_facet | Al Kalbani, Fahad Zhang, Jie |
author_sort | Al Kalbani, Fahad |
collection | PubMed |
description | This paper presents the integration of active disturbance rejection control (ADRC) with soft sensors for enhancing the composition control performance in a distillation column. Static and dynamic soft sensors are developed to estimate the top and bottom product compositions using multiple tray temperatures. In order to cope with the collinearity issues in tray temperature measurements, static and dynamic principal component regression is used in developing the soft sensors. The soft sensor outputs are introduced as the feedback signals to ADRC. This control scheme is termed as “inferential ADRC control”. Static control offsets are eliminated through mean updating in the soft-sensor models. The effectiveness of the proposed control scheme is demonstrated on a benchmark simulated methanol-water distillation column. |
format | Online Article Text |
id | pubmed-9861002 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2023 |
publisher | MDPI |
record_format | MEDLINE/PubMed |
spelling | pubmed-98610022023-01-22 Inferential Composition Control of a Distillation Column Using Active Disturbance Rejection Control with Soft Sensors Al Kalbani, Fahad Zhang, Jie Sensors (Basel) Article This paper presents the integration of active disturbance rejection control (ADRC) with soft sensors for enhancing the composition control performance in a distillation column. Static and dynamic soft sensors are developed to estimate the top and bottom product compositions using multiple tray temperatures. In order to cope with the collinearity issues in tray temperature measurements, static and dynamic principal component regression is used in developing the soft sensors. The soft sensor outputs are introduced as the feedback signals to ADRC. This control scheme is termed as “inferential ADRC control”. Static control offsets are eliminated through mean updating in the soft-sensor models. The effectiveness of the proposed control scheme is demonstrated on a benchmark simulated methanol-water distillation column. MDPI 2023-01-16 /pmc/articles/PMC9861002/ /pubmed/36679817 http://dx.doi.org/10.3390/s23021019 Text en © 2023 by the authors. https://creativecommons.org/licenses/by/4.0/Licensee MDPI, Basel, Switzerland. This article is an open access article distributed under the terms and conditions of the Creative Commons Attribution (CC BY) license (https://creativecommons.org/licenses/by/4.0/). |
spellingShingle | Article Al Kalbani, Fahad Zhang, Jie Inferential Composition Control of a Distillation Column Using Active Disturbance Rejection Control with Soft Sensors |
title | Inferential Composition Control of a Distillation Column Using Active Disturbance Rejection Control with Soft Sensors |
title_full | Inferential Composition Control of a Distillation Column Using Active Disturbance Rejection Control with Soft Sensors |
title_fullStr | Inferential Composition Control of a Distillation Column Using Active Disturbance Rejection Control with Soft Sensors |
title_full_unstemmed | Inferential Composition Control of a Distillation Column Using Active Disturbance Rejection Control with Soft Sensors |
title_short | Inferential Composition Control of a Distillation Column Using Active Disturbance Rejection Control with Soft Sensors |
title_sort | inferential composition control of a distillation column using active disturbance rejection control with soft sensors |
topic | Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9861002/ https://www.ncbi.nlm.nih.gov/pubmed/36679817 http://dx.doi.org/10.3390/s23021019 |
work_keys_str_mv | AT alkalbanifahad inferentialcompositioncontrolofadistillationcolumnusingactivedisturbancerejectioncontrolwithsoftsensors AT zhangjie inferentialcompositioncontrolofadistillationcolumnusingactivedisturbancerejectioncontrolwithsoftsensors |