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Classification of Textile Polymer Composites: Recent Trends and Challenges
Polymer based textile composites have gained much attention in recent years and gradually transformed the growth of industries especially automobiles, construction, aerospace and composites. The inclusion of natural polymeric fibres as reinforcement in carbon fibre reinforced composites manufacturin...
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/PMC8398028/ https://www.ncbi.nlm.nih.gov/pubmed/34451132 http://dx.doi.org/10.3390/polym13162592 |
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author | Amor, Nesrine Noman, Muhammad Tayyab Petru, Michal |
author_facet | Amor, Nesrine Noman, Muhammad Tayyab Petru, Michal |
author_sort | Amor, Nesrine |
collection | PubMed |
description | Polymer based textile composites have gained much attention in recent years and gradually transformed the growth of industries especially automobiles, construction, aerospace and composites. The inclusion of natural polymeric fibres as reinforcement in carbon fibre reinforced composites manufacturing delineates an economic way, enhances their surface, structural and mechanical properties by providing better bonding conditions. Almost all textile-based products are associated with quality, price and consumer’s satisfaction. Therefore, classification of textiles products and fibre reinforced polymer composites is a challenging task. This paper focuses on the classification of various problems in textile processes and fibre reinforced polymer composites by artificial neural networks, genetic algorithm and fuzzy logic. Moreover, their limitations associated with state-of-the-art processes and some relatively new and sequential classification methods are also proposed and discussed in detail in this paper. |
format | Online Article Text |
id | pubmed-8398028 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2021 |
publisher | MDPI |
record_format | MEDLINE/PubMed |
spelling | pubmed-83980282021-08-29 Classification of Textile Polymer Composites: Recent Trends and Challenges Amor, Nesrine Noman, Muhammad Tayyab Petru, Michal Polymers (Basel) Review Polymer based textile composites have gained much attention in recent years and gradually transformed the growth of industries especially automobiles, construction, aerospace and composites. The inclusion of natural polymeric fibres as reinforcement in carbon fibre reinforced composites manufacturing delineates an economic way, enhances their surface, structural and mechanical properties by providing better bonding conditions. Almost all textile-based products are associated with quality, price and consumer’s satisfaction. Therefore, classification of textiles products and fibre reinforced polymer composites is a challenging task. This paper focuses on the classification of various problems in textile processes and fibre reinforced polymer composites by artificial neural networks, genetic algorithm and fuzzy logic. Moreover, their limitations associated with state-of-the-art processes and some relatively new and sequential classification methods are also proposed and discussed in detail in this paper. MDPI 2021-08-04 /pmc/articles/PMC8398028/ /pubmed/34451132 http://dx.doi.org/10.3390/polym13162592 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 | Review Amor, Nesrine Noman, Muhammad Tayyab Petru, Michal Classification of Textile Polymer Composites: Recent Trends and Challenges |
title | Classification of Textile Polymer Composites: Recent Trends and Challenges |
title_full | Classification of Textile Polymer Composites: Recent Trends and Challenges |
title_fullStr | Classification of Textile Polymer Composites: Recent Trends and Challenges |
title_full_unstemmed | Classification of Textile Polymer Composites: Recent Trends and Challenges |
title_short | Classification of Textile Polymer Composites: Recent Trends and Challenges |
title_sort | classification of textile polymer composites: recent trends and challenges |
topic | Review |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8398028/ https://www.ncbi.nlm.nih.gov/pubmed/34451132 http://dx.doi.org/10.3390/polym13162592 |
work_keys_str_mv | AT amornesrine classificationoftextilepolymercompositesrecenttrendsandchallenges AT nomanmuhammadtayyab classificationoftextilepolymercompositesrecenttrendsandchallenges AT petrumichal classificationoftextilepolymercompositesrecenttrendsandchallenges |