<?xml version="1.1" encoding="utf-8"?>
<article xsi:noNamespaceSchemaLocation="http://jats.nlm.nih.gov/publishing/1.1/xsd/JATS-journalpublishing1-mathml3.xsd" dtd-version="1.1" xmlns:xlink="http://www.w3.org/1999/xlink" xmlns:mml="http://www.w3.org/1998/Math/MathML" xmlns:xsi="http://www.w3.org/2001/XMLSchema-instance"><front><journal-meta><journal-id journal-id-type="publisher-id">EPTSM</journal-id><journal-title-group><journal-title>Electric Power Technology and Safety Management</journal-title></journal-title-group><issn>2997-3473</issn><eissn>2997-3503</eissn><publisher><publisher-name>Art and Technology</publisher-name></publisher></journal-meta><article-meta><article-id pub-id-type="doi">10.61369/EPTSM.2025020022</article-id><article-categories><subj-group subj-group-type="heading"><subject>Article</subject></subj-group></article-categories><title>基于深度学习的核电人机界面美学评价方法研究</title><url>https://artdesignp.com/journal/EPTSM/2/2/10.61369/EPTSM.2025020022</url><author>武江,潘国君,傅圣威,沈超,王燕</author><pub-date pub-type="publication-year"><year>2025</year></pub-date><volume>2</volume><issue>2</issue><history><date date-type="pub"><published-time>2025-03-20</published-time></date></history><abstract>本研究针对核电主控室人机界面（HMI）美学评价缺乏量化标准的问题，提出基于深度学习的多模态美学评价方法。通过运用定量方法，从留白率、垂直对称性、平衡感、比例感、整体感、简单感等维度对比分析典型系统新旧版核电主控室人机界面的美度指标，深入评估新版人机界面元素布局设计的美学效果，并据此结合深度学习技术建立适用于核电HMI设计的美学评价系统。研究成果为核电HMI设计提供数据驱动的美学优化路径，符合第三代核电系统认知工效学设计要求，对核电厂人机界面设计研究具有现实的指导意义。</abstract><keywords>人机界面,深度学习,美学评价</keywords></article-meta></front><body/><back><ref-list><ref id="B1" content-type="article"><label>1</label><element-citation publication-type="journal"><p>[1]夏春艳,颜声远,李庆芬,等. 核电厂主控室人机界面评价实验研究[J]. 中国安全科学学报,2008,18(8):109-114.&amp;nbsp;[2]储程, 董占勋. 基于马田系统的人机界面审美偏好智能定位方法[J]. 计算机集成制造系统, 2020, 26(10): 2642-2649.&amp;nbsp;[3]Cyr D, Kindra G S, Dash S. Web site design, trust, satisfaction and e-loyalty: the Indian experience [J]. Online Information Review, 2008, 32(6): 773-790.&amp;nbsp;[4]Rau P L P, Gao Q, Liu J. The effect of rich web portal design and floating animations on visual search [J]. International Journal of Human-Computer Interaction, 2007,&amp;nbsp;22(3): 195-216.&amp;nbsp;[5]Bauerly M, Liu Y L. Effects of symmetry and number of compositional elements on interface and design aesthetics [J]. International Journal of Human-Computer Interaction, 2008, 24(3): 275-287.&amp;nbsp;[6]Lai G Y, Chen P H, Shih S W, et al. Computational models and experimental investigations of effects of balance and symmetry on the aesthetics of text-overlaid images [J].&amp;nbsp;International Journal of Human-Computer Studies, 2010, 68 (1/2): 41-56.&amp;nbsp;[7]Cyr D, Head M, Larios H. Colour appeal in website design within and across cultures: a multi-method evaluation [J]. International Journal of Human-Computer Studies,&amp;nbsp;2010, 68 (1-2):1-21&amp;nbsp;[8]Schmidt K E, Liu Y L, Sridharan S. Webpage aesthetics, performance and usability: design variables and their effects [J]. Ergonomics, 2009, 52(6): 631-643.&amp;nbsp;[9]周蕾, 薛澄岐, 汤文成, 等. 界面元素布局设计的美度评价方法[J]. 计算机辅助设计与图形学学报,2013,25(05): 758-766.&amp;nbsp;[10]牛亚峰. 基于脑电技术的数字界面可用性评价方法研究[D]. 基于脑电技术的数字界面可用性评价方法研究, 2019.</p><pub-id pub-id-type="doi"/></element-citation></ref></ref-list></back></article>
