Integration of Grey-Based Taguchi Method and Principal Component Analysis for Multi-Response Decision-Making in Kansei Engineering
This paper presents a hybrid method to determine the optimum combination of product form features in Kansei engineering. This method integrates the Taguchi method and grey relational analysis (GRA) coupled with principal component analysis (PCA). Experiments are performed on a variety of passenger c...
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Inderscience Enterprises Ltd.
2017
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Online Access: | http://umpir.ump.edu.my/id/eprint/17379/1/Mechanical%2C%20Interfacial%2C%20and%20Fracture%20Characteristics%20of%20Poly%20%28lactic%20acid%29%20and%20Moringa%20oleifera%20Fiber%20Composites.pdf http://umpir.ump.edu.my/id/eprint/17379/ http://dx.doi.org/10.1504/EJIE.2017.083254 |
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my.ump.umpir.173792018-01-22T02:42:09Z http://umpir.ump.edu.my/id/eprint/17379/ Integration of Grey-Based Taguchi Method and Principal Component Analysis for Multi-Response Decision-Making in Kansei Engineering Sugoro Bhakti , Sutono Salwa Hanim, Abdul-Rashid Zahari, Taha TS Manufactures This paper presents a hybrid method to determine the optimum combination of product form features in Kansei engineering. This method integrates the Taguchi method and grey relational analysis (GRA) coupled with principal component analysis (PCA). Experiments are performed on a variety of passenger car form designs. The Taguchi's L27 OA is chosen to design the experiments and to generate the car silhouettes as design samples. GRA is used to solve the multi-response optimisation problem, while PCA is used to assign the weighting values of relevant Kansei responses. The results show that the hybrid method was able to solve the complexity trade-off encountered in the decision-making process of multi-response optimisation using an economical and effective experimental design method. The method also has the capability in determining the optimum combination of product form features and generating an optimised car form design which accommodates the multi-Kansei need of consumers in a systematic manner Inderscience Enterprises Ltd. 2017 Article PeerReviewed application/pdf en http://umpir.ump.edu.my/id/eprint/17379/1/Mechanical%2C%20Interfacial%2C%20and%20Fracture%20Characteristics%20of%20Poly%20%28lactic%20acid%29%20and%20Moringa%20oleifera%20Fiber%20Composites.pdf Sugoro Bhakti , Sutono and Salwa Hanim, Abdul-Rashid and Zahari, Taha (2017) Integration of Grey-Based Taguchi Method and Principal Component Analysis for Multi-Response Decision-Making in Kansei Engineering. European Journal of Industrial Engineering, 11 (2). pp. 205-227. ISSN 1751-5254 (Print); 1751-5262 (Online) http://dx.doi.org/10.1504/EJIE.2017.083254 doi: 10.1504/EJIE.2017.083254 |
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This paper presents a hybrid method to determine the optimum combination of product form features in Kansei engineering. This method integrates the Taguchi method and grey relational analysis (GRA) coupled with principal component analysis (PCA). Experiments are performed on a variety of passenger car form designs. The Taguchi's L27 OA is chosen to design the experiments and to generate the car silhouettes as design samples. GRA is used to solve the multi-response optimisation problem, while PCA is used to assign the weighting values of relevant Kansei responses. The results show that the hybrid method was able to solve the complexity trade-off encountered in the decision-making process of multi-response optimisation using an economical and effective experimental design method. The method also has the capability in determining the optimum combination of product form features and generating an optimised car form design which accommodates the multi-Kansei need of consumers in a systematic manner |
format |
Article |
author |
Sugoro Bhakti , Sutono Salwa Hanim, Abdul-Rashid Zahari, Taha |
author_facet |
Sugoro Bhakti , Sutono Salwa Hanim, Abdul-Rashid Zahari, Taha |
author_sort |
Sugoro Bhakti , Sutono |
title |
Integration of Grey-Based Taguchi Method and Principal Component Analysis for Multi-Response Decision-Making in Kansei Engineering |
title_short |
Integration of Grey-Based Taguchi Method and Principal Component Analysis for Multi-Response Decision-Making in Kansei Engineering |
title_full |
Integration of Grey-Based Taguchi Method and Principal Component Analysis for Multi-Response Decision-Making in Kansei Engineering |
title_fullStr |
Integration of Grey-Based Taguchi Method and Principal Component Analysis for Multi-Response Decision-Making in Kansei Engineering |
title_full_unstemmed |
Integration of Grey-Based Taguchi Method and Principal Component Analysis for Multi-Response Decision-Making in Kansei Engineering |
title_sort |
integration of grey-based taguchi method and principal component analysis for multi-response decision-making in kansei engineering |
publisher |
Inderscience Enterprises Ltd. |
publishDate |
2017 |
url |
http://umpir.ump.edu.my/id/eprint/17379/1/Mechanical%2C%20Interfacial%2C%20and%20Fracture%20Characteristics%20of%20Poly%20%28lactic%20acid%29%20and%20Moringa%20oleifera%20Fiber%20Composites.pdf http://umpir.ump.edu.my/id/eprint/17379/ http://dx.doi.org/10.1504/EJIE.2017.083254 |
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13.214268 |