Applications of artificial intelligence and cognitive science in design

AI EDAM Pub Date : 2024-05-03 DOI:10.1017/s0890060424000052
Ji Han, Peter R.N. Childs, Jianxi Luo
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Abstract

Artificial intelligence and cognitive science are two core research areas in design. Artificial intelligence shows the capability of analysing massive amounts of data which supports making predictions, uncovering patterns and generating insights in varying design activities, while cognitive science provides the advantage of revealing the inherent mental processes and mechanisms of humans in design. Both artificial intelligence and cognitive science in design research are focused on delivering more innovative and efficient design outcomes and processes. Therefore, this thematic collection on “Applications of Artificial Intelligence and Cognitive Science in Design” brings together state-of-the-art research in artificial intelligence and cognitive science to showcase the emerging trend of applying artificial intelligence techniques and neurophysiological and biometric measures in design research. Three promising future research directions: 1) human-in-the-loop AI for design, 2) multimodal measures for design, and 3) AI for design cognitive data analysis and interpretation, are suggested by analysing the research papers collected. A framework for integration of artificial intelligence and cognitive science in design, incorporating the three research directions, is proposed to inspire and guide design researchers in exploring human-centred design methods, strategies, solutions, tools and systems.
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人工智能和认知科学在设计中的应用
人工智能和认知科学是设计领域的两个核心研究领域。人工智能显示了分析海量数据的能力,这有助于在各种设计活动中进行预测、发现模式和产生见解,而认知科学则提供了揭示人类在设计中固有的心理过程和机制的优势。设计研究中的人工智能和认知科学都致力于提供更具创新性和更高效的设计成果和流程。因此,这本 "人工智能和认知科学在设计中的应用 "专题集汇集了人工智能和认知科学领域的最新研究成果,展示了在设计研究中应用人工智能技术、神经生理学和生物统计学测量方法的新兴趋势。未来的三个研究方向前景广阔:通过对收集到的研究论文进行分析,提出了三个有前景的未来研究方向:1)用于设计的人在环人工智能;2)用于设计的多模态测量;3)用于设计认知数据分析和解释的人工智能。结合这三个研究方向,提出了将人工智能和认知科学融入设计的框架,以启发和指导设计研究人员探索以人为本的设计方法、策略、解决方案、工具和系统。
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