Volume 38 Issue 5
May  2019
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Article Contents
Zhang Na, Yang Yanpu. Interactive Product Color Design Integrating Users' Cognitive Noise using Interactive Genetic Algorithms[J]. Mechanical Science and Technology for Aerospace Engineering, 2019, 38(5): 698-703. doi: 10.13433/j.cnki.1003-8728.20190066
Citation: Zhang Na, Yang Yanpu. Interactive Product Color Design Integrating Users' Cognitive Noise using Interactive Genetic Algorithms[J]. Mechanical Science and Technology for Aerospace Engineering, 2019, 38(5): 698-703. doi: 10.13433/j.cnki.1003-8728.20190066

Interactive Product Color Design Integrating Users' Cognitive Noise using Interactive Genetic Algorithms

doi: 10.13433/j.cnki.1003-8728.20190066
  • Received Date: 2018-01-23
  • Publish Date: 2019-05-05
  • Product color design plays an important role in shaping product style and corporate identity. In order to effectively assist industrial designers in product color design process and accurately reflect users' image perception of product color schemes, the interactive genetic algorithm was used and combined with users' cognition degree and fatigue degree in product color evaluation process, and a users' cognition noise model was proposed. By computing the similarity among evaluation value and color value of product color schemes respectively, the related parameters of cognition noise model were figured out and used for fitness adjustment of product color schemes which are given by users. The process of interactive product color design was put forward by integrating users' cognitive noise and interactive genetic algorithms. Taking the color design of electric iron as an example and comparing with the ordinary interactive genetic algorithms. Simulation results show that:1) knowledge background difference will significantly affect users' cognition of product color; 2) the convergence of color design process increased by 37.5%, and the average evolutionary algebra decreased by 2.4 generations. These results indicate that the proposed method could help to improve the convergence and evolution efficiency of interactive product color design.
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  • [1]
    陈鹏, 吕健, 潘伟杰.基于色彩方案重用的产品配色感性设计[J].工程设计学报, 2015, 22(6):546-551, 561 doi: 10.3785/j.issn.1006-754X.2015.06.006

    Chen P, Lv J, Pan W J. Product color design based on reuse of color scheme[J]. Chinese Journal of Engineering Design, 2015, 22(6):546-551, 561(in Chinese) doi: 10.3785/j.issn.1006-754X.2015.06.006
    [2]
    Ding M, Dong W, Yang C C. Product color design based on multi-emotion[J]. Journal of Mechanical Science and Technology, 2013, 27(7):2079-2084 doi: 10.1007/s12206-013-0518-8
    [3]
    李孟山, 徐秋莹, 高德民, 等.融合混合智能方法和多用户意象的色彩决策系统[J].计算机辅助设计与图形学学报, 2017, 29(11):2091-2099 doi: 10.3969/j.issn.1003-9775.2017.11.015

    Li M S, Xu Q Y, Gao D M, et al. Color decision system based on hybrid intelligent method and Multi-users' Images[J]. Journal of Computer-Aided Design & Computer Graphics, 2017, 29(11):2091-2099(in Chinese) doi: 10.3969/j.issn.1003-9775.2017.11.015
    [4]
    刘炯宙, 李基拓, 陆国栋.色彩语义驱动的产品交互式遗传配色设计[J].计算机辅助设计与图形学学报, 2012, 24(5):669-676 doi: 10.3969/j.issn.1003-9775.2012.05.014

    Liu J Z, Li J T, Lu G D. Color scheme design through color semantic and interactive genetic algorithm[J]. Journal of Computer-Aided Design & Computer Graphics, 2012, 24(5):669-676(in Chinese) doi: 10.3969/j.issn.1003-9775.2012.05.014
    [5]
    Tsai H C, Chou J R. Automatic design support and image evaluation of two-coloured products using colour association and colour harmony scales and genetic algorithm[J]. Computer-Aided Design, 2007, 39(9):818-828 doi: 10.1016/j.cad.2007.04.002
    [6]
    杨延璞, 陈登凯, 顾蓉, 等.基于色彩案例和灰度关联分析的产品配色设计方法[J].图学学报, 2016, 37(4):509-513 http://d.old.wanfangdata.com.cn/Periodical/gctxxb201604011

    Yang Y P, Chen D K, Gu R, et al. Product color design method based on color case and grey relational analysis[J]. Journal of Graphics, 2016, 37(4):509-513(in Chinese) http://d.old.wanfangdata.com.cn/Periodical/gctxxb201604011
    [7]
    刘肖健, 李桂琴, 孙守迁.基于交互式遗传算法的产品配色设计[J].机械工程学报, 2009, 45(10):222-227 http://d.old.wanfangdata.com.cn/Periodical/jxgcxb200910034

    Liu X J, Li G Q, Sun S Q. Color mapping design from image to 3D product model[J]. Journal of Mechanical Engineering, 2009, 45(10):222-227(in Chinese) http://d.old.wanfangdata.com.cn/Periodical/jxgcxb200910034
    [8]
    Hsiao S W, Hsu C F, Tang K W. A consultation and simulation system for product color planning based on interactive genetic algorithms[J]. Color Research and Application, 2013, 38(5):375-390 doi: 10.1002/col.v38.5
    [9]
    杨延璞, 张涛, 顾蓉, 等.基于色彩心理效应的工程机械配色设计方法[J].筑路机械与施工机械化, 2016, 33(9):101-104 doi: 10.3969/j.issn.1000-033X.2016.09.026

    Yang Y P, Zhang T, Gu R, et al. Design of construction machinery colors based on psychological effects of color[J]. Road Machinery & Construction Mechanization, 2016, 33(9):101-104(in Chinese) doi: 10.3969/j.issn.1000-033X.2016.09.026
    [10]
    王家民, 张娜, 窦忠发, 等.面向用户感性需求的产品形态设计方法[J].机械科学与技术, 2015, 34(11):1653-1658 http://journals.nwpu.edu.cn/jxkxyjs/CN/abstract/abstract6201.shtml

    Wang J M, Zhang N, Dou Z F, et al. Product form design method oriented to users' perceptual demand[J]. Mechanical Science and Technology for Aerospace Engineering, 2015, 34(11):1653-1658(in Chinese) http://journals.nwpu.edu.cn/jxkxyjs/CN/abstract/abstract6201.shtml
    [11]
    周勇, 巩敦卫.交互式遗传算法的噪声及降噪策略[J].控制理论与应用, 2008, 25(2):223-227 http://d.old.wanfangdata.com.cn/Periodical/kzllyyy200802008

    Zhou Y, Gong D W. Noises in interactive genetic algorithms and strategies for its reduction[J]. Control Theory & Applications, 2008, 25(2):223-227(in Chinese) http://d.old.wanfangdata.com.cn/Periodical/kzllyyy200802008
    [12]
    Saaty T L. The Analytic Hierarchy Process:Planning, Priority Setting, Resource Allocation (Decision Making Series)[M]. New York:McGraw-Hill, 1980
    [13]
    Leung S O. A Comparison of psychometric properties and normality in 4-, 5-, 6-, and 11-point likert scales[J]. Journal of Social Service Research, 2011, 37(4):412-421 doi: 10.1080/01488376.2011.580697
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