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Correlation Analysis and Prediction Model of Thermal Protection Performance of Aramid 1414 Fabric

The thermal protection performance of fire suit is vital to the safety of firefighters. Using certain physical properties of fabrics to evaluate their thermal protection performance speeds up the process. This work aims to develop a TPP value prediction model that can be easily applied. Five propert...

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Detalles Bibliográficos
Autores principales: Zhang, Zhemin, Zhang, Jinzhong, Ye, Xiangyu, Ma, Keai, Li, Haihang
Formato: Online Artículo Texto
Lenguaje:English
Publicado: MDPI 2023
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10007247/
https://www.ncbi.nlm.nih.gov/pubmed/36904434
http://dx.doi.org/10.3390/polym15051188
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author Zhang, Zhemin
Zhang, Jinzhong
Ye, Xiangyu
Ma, Keai
Li, Haihang
author_facet Zhang, Zhemin
Zhang, Jinzhong
Ye, Xiangyu
Ma, Keai
Li, Haihang
author_sort Zhang, Zhemin
collection PubMed
description The thermal protection performance of fire suit is vital to the safety of firefighters. Using certain physical properties of fabrics to evaluate their thermal protection performance speeds up the process. This work aims to develop a TPP value prediction model that can be easily applied. Five properties of three types of Aramid 1414 made of the same material were tested, and the relationships between the physical properties of Aramid 1414 and its thermal protection performance (TPP value) were investigated. The results showed that the TPP value of the fabric had a positive correlation with grammage and air gap, and a negative correlation with the underfill factor. A stepwise regression analysis was used to solve the collinearity issue between the independent variables. Finally, a model for predicting TPP value by air gap and underfill factor was developed. The method adopted in this work reduced the number of independent variables in the prediction model, which is conducive to the application of the model.
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spelling pubmed-100072472023-03-12 Correlation Analysis and Prediction Model of Thermal Protection Performance of Aramid 1414 Fabric Zhang, Zhemin Zhang, Jinzhong Ye, Xiangyu Ma, Keai Li, Haihang Polymers (Basel) Article The thermal protection performance of fire suit is vital to the safety of firefighters. Using certain physical properties of fabrics to evaluate their thermal protection performance speeds up the process. This work aims to develop a TPP value prediction model that can be easily applied. Five properties of three types of Aramid 1414 made of the same material were tested, and the relationships between the physical properties of Aramid 1414 and its thermal protection performance (TPP value) were investigated. The results showed that the TPP value of the fabric had a positive correlation with grammage and air gap, and a negative correlation with the underfill factor. A stepwise regression analysis was used to solve the collinearity issue between the independent variables. Finally, a model for predicting TPP value by air gap and underfill factor was developed. The method adopted in this work reduced the number of independent variables in the prediction model, which is conducive to the application of the model. MDPI 2023-02-27 /pmc/articles/PMC10007247/ /pubmed/36904434 http://dx.doi.org/10.3390/polym15051188 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
Zhang, Zhemin
Zhang, Jinzhong
Ye, Xiangyu
Ma, Keai
Li, Haihang
Correlation Analysis and Prediction Model of Thermal Protection Performance of Aramid 1414 Fabric
title Correlation Analysis and Prediction Model of Thermal Protection Performance of Aramid 1414 Fabric
title_full Correlation Analysis and Prediction Model of Thermal Protection Performance of Aramid 1414 Fabric
title_fullStr Correlation Analysis and Prediction Model of Thermal Protection Performance of Aramid 1414 Fabric
title_full_unstemmed Correlation Analysis and Prediction Model of Thermal Protection Performance of Aramid 1414 Fabric
title_short Correlation Analysis and Prediction Model of Thermal Protection Performance of Aramid 1414 Fabric
title_sort correlation analysis and prediction model of thermal protection performance of aramid 1414 fabric
topic Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10007247/
https://www.ncbi.nlm.nih.gov/pubmed/36904434
http://dx.doi.org/10.3390/polym15051188
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AT makeai correlationanalysisandpredictionmodelofthermalprotectionperformanceofaramid1414fabric
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