Developing a mapping from affective words to design parameters for affective design of apparel products

被引:33
|
作者
Zhao, Yu [1 ,2 ,3 ]
Sun, Jian [4 ]
Gupta, Madan M. [5 ]
Moody, Wendy [6 ]
Laverty, William H. [7 ]
Zhang, Wenjun [2 ,3 ,5 ]
机构
[1] Southwest Univ, Coll Text & Garments, Chongqing, Peoples R China
[2] East China Univ Sci & Technol, Sch Mech Engn, Shanghai, Peoples R China
[3] Univ Saskatchewan, Dept Biomed Engn, Saskatoon, SK, Canada
[4] Southwest Univ, Sch Elect & Informat Engn, Chongqing, Peoples R China
[5] Univ Saskatchewan, Dept Mech Engn, Saskatoon, SK, Canada
[6] Cambridge Sch Art, Dept Arts Law & Social Sci, Cambridge, England
[7] Univ Saskatchewan, Dept Math & Stat, Saskatoon, SK, Canada
关键词
affective; apparel; design parameter; neural networks; validation; DECISION-SUPPORT-SYSTEM; NEURAL-NETWORK;
D O I
10.1177/0040517516669072
中图分类号
TB3 [工程材料学]; TS1 [纺织工业、染整工业];
学科分类号
0805 ; 080502 ; 0821 ;
摘要
The development of an emotion-based (or affect-based) apparel design system has become an important issue nowadays due to the customer's increased demand for apparel products not only in the aspect of function but also of aesthetics or affect/emotion. This paper presents a study on developing a mapping from affective words to design parameters. The technique employed to develop this mapping is neural networks (NNs). Both linear NNs and higher-order NNs were applied. An example was taken to illustrate and validate the developed mapping. There are two main contributions from the study. The first is that this mapping is the first in the domain of apparel design, and with it, the computer-aided affect-based design for apparel becomes possible. The second one is the provision of some empirical knowledge for the evaluation of so-called higher-order NNs.
引用
收藏
页码:2224 / 2232
页数:9
相关论文
共 50 条
  • [31] A design methodology for affective Virtual Reality
    Dozio, Nicolo
    Marcolin, Federica
    Scurati, Giulia Wally
    Ulrich, Luca
    Nonis, Francesca
    Vezzetti, Enrico
    Marsocci, Gabriele
    La Rosa, Alba
    Ferrise, Francesco
    INTERNATIONAL JOURNAL OF HUMAN-COMPUTER STUDIES, 2022, 162
  • [32] Affective Corners as a Problematic for Design Interactions
    Harrison, Katherine
    Johnson, Ericka
    ACM TRANSACTIONS ON HUMAN-ROBOT INTERACTION, 2023, 12 (04)
  • [33] Design Contractualism for Pervasive/Affective Computing
    Pitt, Jeremy
    IEEE TECHNOLOGY AND SOCIETY MAGAZINE, 2012, 31 (04) : 22 - +
  • [34] Ethical Design forWellbeing and Affective Health
    Sas, Corina
    COMPANION OF THE 2023 ACM SIGCHI SYMPOSIUM ON ENGINEERING INTERACTIVE COMPUTING SYSTEMS, EICS 2023, 2023, : 5 - 6
  • [35] The Design and Evaluation of an Affective Tutoring System
    Hsu, Kuo-Chun
    Lin, Hao-Chiang Koong
    Lin, I-Long
    Lin, Jin-Wei
    JOURNAL OF INTERNET TECHNOLOGY, 2014, 15 (04): : 533 - 542
  • [36] An affective design for jenang packaging in Indonesia
    Habyba, A. N.
    Delfitriani
    Djatna, T.
    INTERNATIONAL CONFERENCE ON GREEN AGRO-INDUSTRY AND BIOECONOMY, 2019, 230
  • [37] Affective Quantification of Color Gestalt: Modeling of Affective Factors for Combinative Color Design
    Hu, Guosheng
    LEONARDO, 2019, 52 (02) : 157 - +
  • [38] Affective Virtual Reality System (AVRS): Design and Ratings of Affective VR scenes
    Zhang, Wenzhuo
    Shu, Lin
    Xu, Xiangmin
    Liao, Dan
    2017 INTERNATIONAL CONFERENCE ON VIRTUAL REALITY AND VISUALIZATION (ICVRV 2017), 2017, : 311 - 314
  • [39] Principles of Affective Design in Consumers' Response to Sustainability Design Strategies
    Agost, Maria-Jesus
    Vergara, Margarita
    SUSTAINABILITY, 2020, 12 (24) : 1 - 21
  • [40] Empathy and Design. Affective Participations for Clothing Design in Colombia
    Fernandez-Silva, Claudia
    Maria Echeverri-Jaramillo, Angela
    Marcela Velez-Granda, Sandra
    ADVANCES IN AFFECTIVE AND PLEASURABLE DESIGN, 2019, 774 : 196 - 204