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Predicting the Mechanical Properties of ViscoseLycra Knitted Fabrics Using Fuzzy Technique
Joint Authors
Choudhury, I. A.
Mamat, Azuddin Bin
Hossain, Ismail
Shahid, Abdus
Khan, Ayub Nabi
Hossain, Altab
Source
Issue
Vol. 2016, Issue 2016 (31 Dec. 2016), pp.1-9, 9 p.
Publisher
Hindawi Publishing Corporation
Publication Date
2016-06-08
Country of Publication
Egypt
No. of Pages
9
Main Subjects
Abstract EN
The main objective of this research is to predict the mechanical properties of viscose/lycra plain knitted fabrics by using fuzzy expert system.
In this study, a fuzzy prediction model has been built based on knitting stitch length, yarn count, and yarn tenacity as input variables and fabric mechanical properties specially bursting strength as an output variable.
The factors affecting the bursting strength of viscose knitted fabrics are very nonlinear.
Hence, it is very challenging for scientists and engineers to create an exact model efficiently by mathematical or statistical model.
Alternatively, developing a prediction model via ANN and ANFIS techniques is also difficult and time consuming process due to a large volume of trial data.
In this context, fuzzy expert system (FES) is the promising modeling tool in a quality modeling as FES can map effectively in nonlinear domain with minimum experimental data.
The model derived in the present study has been validated by experimental data.
The mean absolute error and coefficient of determination between the actual bursting strength and that predicted by the fuzzy model were found to be 2.60% and 0.961, respectively.
The results showed that the developed fuzzy model can be applied effectively for the prediction of fabric mechanical properties.
American Psychological Association (APA)
Hossain, Ismail& Choudhury, I. A.& Mamat, Azuddin Bin& Shahid, Abdus& Khan, Ayub Nabi& Hossain, Altab. 2016. Predicting the Mechanical Properties of ViscoseLycra Knitted Fabrics Using Fuzzy Technique. Advances in Fuzzy Systems،Vol. 2016, no. 2016, pp.1-9.
https://search.emarefa.net/detail/BIM-1095025
Modern Language Association (MLA)
Hossain, Ismail…[et al.]. Predicting the Mechanical Properties of ViscoseLycra Knitted Fabrics Using Fuzzy Technique. Advances in Fuzzy Systems No. 2016 (2016), pp.1-9.
https://search.emarefa.net/detail/BIM-1095025
American Medical Association (AMA)
Hossain, Ismail& Choudhury, I. A.& Mamat, Azuddin Bin& Shahid, Abdus& Khan, Ayub Nabi& Hossain, Altab. Predicting the Mechanical Properties of ViscoseLycra Knitted Fabrics Using Fuzzy Technique. Advances in Fuzzy Systems. 2016. Vol. 2016, no. 2016, pp.1-9.
https://search.emarefa.net/detail/BIM-1095025
Data Type
Journal Articles
Language
English
Notes
Includes bibliographical references
Record ID
BIM-1095025