Multimodal optimization design of product forms based on aesthetic evaluation

IF 0.2 Q4 COMPUTER SCIENCE, INTERDISCIPLINARY APPLICATIONS International Journal of Arts and Technology Pub Date : 2020-07-21 DOI:10.1504/ijart.2020.10030241
Zhou Aimin, Ouyang Jinyan, Jianning Su, Zhang Shutao, Shutian Yan
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Abstract

In order to obtain beautiful product form scheme, we propose a multimodal optimisation design method for product form based on quantitative aesthetic evaluation. A system of aesthetic measures was established for aesthetic characteristics leaning on alignment of aesthetic principles and gestalt principles. Comprehensive evaluations were achieved with the nonlinear principal component analysis (NLPCA) method, which was based on the system characteristics of aesthetic cognition. To simulate the underlying design thinking, the multimodal optimisation design system was realised utilising niche artificial fish-swarm algorithm (NAFSA). The multimodal optimisation system is able to provide a variety of alternative scheme candidates for design decision-making. We demo the efficacy and robustness of this design system with a study of evolutionary design of the front faces of small vehicles.
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基于审美评价的产品形态多模式优化设计
为了获得美观的产品形态方案,提出了一种基于定量美学评价的产品形态多模态优化设计方法。在审美原则与格式塔原则相结合的基础上,建立了审美特征的审美尺度体系。采用基于审美认知系统特征的非线性主成分分析(NLPCA)方法进行综合评价。为了模拟潜在的设计思维,利用生态位人工鱼群算法(NAFSA)实现了多模态优化设计系统。多模态优化系统能够为设计决策提供多种备选方案。通过对小型汽车前脸进化设计的研究,验证了该设计系统的有效性和鲁棒性。
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来源期刊
International Journal of Arts and Technology
International Journal of Arts and Technology Arts and Humanities-Visual Arts and Performing Arts
CiteScore
1.10
自引率
33.30%
发文量
18
期刊介绍: IJART addresses arts and new technologies, highlighting computational art. With evolution of intelligent devices, sensors and ambient intelligent/ubiquitous systems, projects are exploring the design of intelligent artistic artefacts. Ambient intelligence supports the vision that technology becomes invisible, embedded in our natural surroundings, present whenever needed, attuned to all senses, adaptive to users/context and autonomously acting, bringing art to ordinary people, offering artists creative tools to extend the grammar of the traditional arts. Information environments will be the major drivers of culture.
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