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Mechanical Damage Assessment for Pneumatic Control Valves Based on a Statistical Reliability Model
A reliability assessment is an important tool used for processing plants, since the facility consists of many loops and instruments attached and operated based on other availability; thus, a statistical model is needed to visualize the reliability of its operation. The paper focuses on the reliabili...
Autores principales: | , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
MDPI
2021
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8150588/ https://www.ncbi.nlm.nih.gov/pubmed/34064544 http://dx.doi.org/10.3390/s21103307 |
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author | Mathur, Nirbhay Asirvadam, Vijanth Sagayan Aziz, Azrina Abd |
author_facet | Mathur, Nirbhay Asirvadam, Vijanth Sagayan Aziz, Azrina Abd |
author_sort | Mathur, Nirbhay |
collection | PubMed |
description | A reliability assessment is an important tool used for processing plants, since the facility consists of many loops and instruments attached and operated based on other availability; thus, a statistical model is needed to visualize the reliability of its operation. The paper focuses on the reliability assessment and prediction based on the existing statistical models, such as normal, log-normal, exponential, and Weibull distribution. This paper evaluates and visualizes the statistical reliability models optimized using MLE and considers the failure mode caused during a simulated process control operation. We simulated the failure of the control valve caused by stiction running with various flow rates using a pilot plant, which depicted the Weibull distribution as the best model to estimate the simulated process failure. |
format | Online Article Text |
id | pubmed-8150588 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2021 |
publisher | MDPI |
record_format | MEDLINE/PubMed |
spelling | pubmed-81505882021-05-27 Mechanical Damage Assessment for Pneumatic Control Valves Based on a Statistical Reliability Model Mathur, Nirbhay Asirvadam, Vijanth Sagayan Aziz, Azrina Abd Sensors (Basel) Communication A reliability assessment is an important tool used for processing plants, since the facility consists of many loops and instruments attached and operated based on other availability; thus, a statistical model is needed to visualize the reliability of its operation. The paper focuses on the reliability assessment and prediction based on the existing statistical models, such as normal, log-normal, exponential, and Weibull distribution. This paper evaluates and visualizes the statistical reliability models optimized using MLE and considers the failure mode caused during a simulated process control operation. We simulated the failure of the control valve caused by stiction running with various flow rates using a pilot plant, which depicted the Weibull distribution as the best model to estimate the simulated process failure. MDPI 2021-05-11 /pmc/articles/PMC8150588/ /pubmed/34064544 http://dx.doi.org/10.3390/s21103307 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 | Communication Mathur, Nirbhay Asirvadam, Vijanth Sagayan Aziz, Azrina Abd Mechanical Damage Assessment for Pneumatic Control Valves Based on a Statistical Reliability Model |
title | Mechanical Damage Assessment for Pneumatic Control Valves Based on a Statistical Reliability Model |
title_full | Mechanical Damage Assessment for Pneumatic Control Valves Based on a Statistical Reliability Model |
title_fullStr | Mechanical Damage Assessment for Pneumatic Control Valves Based on a Statistical Reliability Model |
title_full_unstemmed | Mechanical Damage Assessment for Pneumatic Control Valves Based on a Statistical Reliability Model |
title_short | Mechanical Damage Assessment for Pneumatic Control Valves Based on a Statistical Reliability Model |
title_sort | mechanical damage assessment for pneumatic control valves based on a statistical reliability model |
topic | Communication |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8150588/ https://www.ncbi.nlm.nih.gov/pubmed/34064544 http://dx.doi.org/10.3390/s21103307 |
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