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基于人智团队智能体协同进化的群智创新设计方法

Methodology of crowd intelligence innovation design based on human-AI team agent collaborative evolution
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摘要 单一主体主导的创新设计模式已难以满足日益复杂的设计需求,为了高效整合人类创造力与人工智能感知、推理、生成优势,提出一种基于人智团队智能体协同进化的群智创新设计方法。提炼了群智创新背景下人智团队智能体的概念和特征,构建了基于人智团队智能体协同进化的群智创新设计模型,并从认知融合、交互迭代、优化升维3个步骤研究了该模型的实现机制,在此基础上构建了初步原型系统,以办公座椅设计为例验证了所述方法的可行性与有效性。为人机共创提供了一种新的理论框架与实践路径,对人工智能驱动的创新设计、群体智能应用以及智能设计工具的开发具有一定的参考价值。 To address the increasing complexity of design requirements,a crowd intelligence innovation design method based on human-AI team agents collaborative evolution was developed.The concept and characteristics of human-AI team agent were first defined within the context of crowd intelligence innovation.A corresponding design model was then constructed,focusing on three key dimensions:cognitive integration,interactive iteration,and optimization-driven upgrading.A prototype system was implemented to validate the feasibility and effectiveness of this approach through an office chair design case study.The results demonstrate that this method enables efficient human-AI collaboration in design processes,enhancing both creativity and computational intelligence.This research provides a theoretical framework and practical pathway for AI-driven design innovation,contributing to crowd intelligence applications and the development of intelligent design tools.
作者 罗仕鉴 于慧伶 张景森 张泷予 王瑶 沈诚仪 刘长奥 LUO Shijian;YU Huiling;ZHANG Jingsen;ZHANG Longyu;WANG Yao;SHEN Chengyi;LIU Changao(Department of Industrial Design,College of Computer Science and Technology,Zhejiang University,Hangzhou 310027,China;Zhejiang Province Key Lab of Digital Creation Intelligent System and Equipment,Hangzhou 310027,China)
出处 《计算机集成制造系统》 北大核心 2025年第3期711-720,共10页 Computer Integrated Manufacturing Systems
基金 国家自然科学基金面上项目(52475287)。
关键词 创新设计 人智团队智能体 群智创新设计 人机共创 协同进化 innovative design human-AI team agent crowd intelligence innovation design human-AI co-creation collaborative evolution
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