Modeling of textile manufacturing processes using intelligent techniques: a review

He, Zhenglei; Xu, J.; Tran, Kim-Phuc; Thomassey, Sebastien; Zeng, Xianyi; Yi, C. H.

Document type :

Article dans une revue scientifique: Article de synthèse/Review paper

DOI :

10.1007/s00170-021-07444-1

Permalink :

http://hdl.handle.net/20.500.12210/84925

Title :

Modeling of textile manufacturing processes using intelligent techniques: a review

Author(s) :

He, Zhenglei [Auteur]
Génie des Matériaux Textiles - ULR 2461 [GEMTEX]
École nationale supérieure des arts et industries textiles [ENSAIT]
Xu, J. [Auteur]
Tran, Kim-Phuc [Auteur]
Génie des Matériaux Textiles - ULR 2461 [GEMTEX]
École nationale supérieure des arts et industries textiles [ENSAIT]
Thomassey, Sebastien [Auteur]
Génie des Matériaux Textiles - ULR 2461 [GEMTEX]
École nationale supérieure des arts et industries textiles [ENSAIT]
Zeng, Xianyi [Auteur]
Génie des Matériaux Textiles - ULR 2461 [GEMTEX]
École nationale supérieure des arts et industries textiles [ENSAIT]
Yi, C. H. [Auteur]

Journal title :

The International Journal of Advanced Manufacturing Technology

Abbreviated title :

Int. J. Adv. Manuf. Technol.

Volume number :

Pages :

Publication date :

2021-07-08

ISSN :

0268-3768

English keyword(s) :

Artificial intelligence
Manufacturing
Textile
Model
Process
Review

HAL domain(s) :

Sciences de l'ingénieur [physics]

English abstract : [en]

As the need for quickly exploring a textile manufacturing process is increasingly costly along with the complexity in the process. The development of manufacturing process modeling has attracted growing attention from the ...
Show more >As the need for quickly exploring a textile manufacturing process is increasingly costly along with the complexity in the process. The development of manufacturing process modeling has attracted growing attention from the textile industry. More and more researchers shift their attention from classic methods to the intelligent techniques for process modeling as the traditional ones can hardly depict the intricate relationships of numerous process factors and performances. In this study, the literature investigating the process modeling of textile manufacturing is systematically reviewed. The structure of this paper is in line with the procedure of textile processes from yarn to fabrics, and then to garments. The analysis and discussion of the previous studies are conducted on different applications in different processes. The factors and performance properties considered in process modeling are collected in comparison. In terms of inputs’ relative importance, feature selection, modeling techniques, data distribution, and performance estimations, the considerations of the previous studies are analyzed and summarized. It is also concluded the limitations, challenges, and future perspectives in this issue on the basis of the summaries of more than 130 related articles from the point of views of textile engineering and artificial intelligence.Show less >

Language :

Anglais

Peer reviewed article :

Oui

Audience :

Internationale

Popular science :

Non

Administrative institution(s) :

Université de Lille
ENSAIT
Junia HEI

Collections :

Génie des matériaux textiles (GEMTEX) - ULR 2641

Submission date :

2023-06-20T11:51:19Z
2024-03-25T12:02:40Z

Files

s00170-021-07444-1.pdf
Version éditeur
Open access
Access the document

document
Open access
Access the document

Version	Link	Modification date
2	20.500.12210/84925*	2024-03-25T11:56:53Z
1	20.500.12210/84925.1	2023-06-20T11:51:19Z

Modeling of textile manufacturing processes ...

BibTeX

CSV

Excel

RIS

Files

Version history

Modeling of textile manufacturing processes ... BibTeX CSV Excel RIS

Files

Version history

Modeling of textile manufacturing processes ...

BibTeX

CSV

Excel

RIS