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Real-Time Fault Detection and Diagnosis of CaCO(3) Reactive Crystallization Process by Electrical Resistance Tomography Measurements

In the present research work, an electrical resistance tomography (ERT) system is utilized as a means for real-time fault detection and diagnosis (FDD) during a reactive crystallization process. The calcium carbonate crystallization is part of the carbon capture and utilization scheme where process...

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Autores principales: Aghajanian, Soheil, Rao, Guruprasad, Ruuskanen, Vesa, Wajman, Radosław, Jackowska-Strumillo, Lidia, Koiranen, Tuomas
Formato: Online Artículo Texto
Lenguaje:English
Publicado: MDPI 2021
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8587304/
https://www.ncbi.nlm.nih.gov/pubmed/34770265
http://dx.doi.org/10.3390/s21216958
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author Aghajanian, Soheil
Rao, Guruprasad
Ruuskanen, Vesa
Wajman, Radosław
Jackowska-Strumillo, Lidia
Koiranen, Tuomas
author_facet Aghajanian, Soheil
Rao, Guruprasad
Ruuskanen, Vesa
Wajman, Radosław
Jackowska-Strumillo, Lidia
Koiranen, Tuomas
author_sort Aghajanian, Soheil
collection PubMed
description In the present research work, an electrical resistance tomography (ERT) system is utilized as a means for real-time fault detection and diagnosis (FDD) during a reactive crystallization process. The calcium carbonate crystallization is part of the carbon capture and utilization scheme where process monitoring and malfunction diagnostics strategies are presented. The graphical logic representation of the fault tree analysis methodology is used to develop the system failure states. The measurement consistency due to the use of a single electrode from a set of ERT electrodes for malfunction identification is experimentally and quantitatively investigated based on the sensor sensitivity and standard deviation criteria. Electrical current measurements are employed to develop a LabVIEW-based process automation program by using the process-specific knowledge and historical process data. Averaged electrical current is correlated to the mechanical failure of the stirrer through standard deviation evaluation, and slopes of the measured data are used to monitor the pump and concentrations status. The performance of the implemented methodology for detecting the induced faults and abnormalities is tested at different operating conditions, and a basic signal-based alarming technique is developed.
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spelling pubmed-85873042021-11-13 Real-Time Fault Detection and Diagnosis of CaCO(3) Reactive Crystallization Process by Electrical Resistance Tomography Measurements Aghajanian, Soheil Rao, Guruprasad Ruuskanen, Vesa Wajman, Radosław Jackowska-Strumillo, Lidia Koiranen, Tuomas Sensors (Basel) Article In the present research work, an electrical resistance tomography (ERT) system is utilized as a means for real-time fault detection and diagnosis (FDD) during a reactive crystallization process. The calcium carbonate crystallization is part of the carbon capture and utilization scheme where process monitoring and malfunction diagnostics strategies are presented. The graphical logic representation of the fault tree analysis methodology is used to develop the system failure states. The measurement consistency due to the use of a single electrode from a set of ERT electrodes for malfunction identification is experimentally and quantitatively investigated based on the sensor sensitivity and standard deviation criteria. Electrical current measurements are employed to develop a LabVIEW-based process automation program by using the process-specific knowledge and historical process data. Averaged electrical current is correlated to the mechanical failure of the stirrer through standard deviation evaluation, and slopes of the measured data are used to monitor the pump and concentrations status. The performance of the implemented methodology for detecting the induced faults and abnormalities is tested at different operating conditions, and a basic signal-based alarming technique is developed. MDPI 2021-10-20 /pmc/articles/PMC8587304/ /pubmed/34770265 http://dx.doi.org/10.3390/s21216958 Text en © 2021 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
Aghajanian, Soheil
Rao, Guruprasad
Ruuskanen, Vesa
Wajman, Radosław
Jackowska-Strumillo, Lidia
Koiranen, Tuomas
Real-Time Fault Detection and Diagnosis of CaCO(3) Reactive Crystallization Process by Electrical Resistance Tomography Measurements
title Real-Time Fault Detection and Diagnosis of CaCO(3) Reactive Crystallization Process by Electrical Resistance Tomography Measurements
title_full Real-Time Fault Detection and Diagnosis of CaCO(3) Reactive Crystallization Process by Electrical Resistance Tomography Measurements
title_fullStr Real-Time Fault Detection and Diagnosis of CaCO(3) Reactive Crystallization Process by Electrical Resistance Tomography Measurements
title_full_unstemmed Real-Time Fault Detection and Diagnosis of CaCO(3) Reactive Crystallization Process by Electrical Resistance Tomography Measurements
title_short Real-Time Fault Detection and Diagnosis of CaCO(3) Reactive Crystallization Process by Electrical Resistance Tomography Measurements
title_sort real-time fault detection and diagnosis of caco(3) reactive crystallization process by electrical resistance tomography measurements
topic Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8587304/
https://www.ncbi.nlm.nih.gov/pubmed/34770265
http://dx.doi.org/10.3390/s21216958
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