Methodology of crowd intelligence innovation design based on human-AI team agent collaborative evolution

doi:10.13196/j.cims.2025.0101

Computer Integrated Manufacturing System ›› 2025, Vol. 31 ›› Issue (3): 711-720.DOI: 10.13196/j.cims.2025.0101

Methodology of crowd intelligence innovation design based on human-AI team agent collaborative evolution

LUO Shijian^1,2,YU Huiling^1,2+,ZHANG Jingsen^1,2,ZHANG Longyu^1,2,WANG Yao^1,2,SHEN Chengyi^1,2,LIU Changao^1,2

1.Department of Industrial Design,College of Computer Science and Technology,Zhejiang University
2.Zhejiang Province Key Lab of Digital Creation Intelligent System and Equipment

Online:2025-03-31 Published:2025-04-02
Supported by:
Project supported by the National Natural Science Foundation(General Program),China(No.52475287).

基于人智团队智能体协同进化的群智创新设计方法

罗仕鉴^1,2,于慧伶^1,2+,张景森^1,2,张泷予^1,2,王瑶^1,2,沈诚仪^1,2,刘长奥^1,2

1.浙江大学计算机科学与技术学院工业设计系
2.浙江省数字创意智能系统与装备重点实验室

作者简介:
罗仕鉴(1974-),男,湖北嘉鱼人,教授,博士,博士生导师,研究方向:工业设计、智能设计、服务体验设计等,E-mail:sjluo@zju.edu.cn;

+于慧伶(1997-),女,山东济南人,博士研究生,研究方向:用户体验与产品创新设计、群智创新、智能设计等,通讯作者,E-mail:yuhuiling@zju.edu.cn;

张景森(2002-),男,广东肇庆人,博士研究生,研究方向:人机交互、图像生成、3D模型编辑等,E-mail:12421134@zju.edu.cn;

张泷予(2000-),男,浙江杭州人,博士研究生,研究方向:工业设计,人机交互理论,边缘创新设计思维等,E-mail:zhanglongyu@zju.edu.cn;

王瑶(1994-),女,陕西西安人,博士研究生,研究方向:用户体验设计、设计思维、风格计算、美学评估等,Email:12121183@zju.edu.cn;

沈诚仪(1995-),男,浙江湖州人,博士研究生,研究方向:用户体验与产品创新设计、智能设计等,E-mail:shenchengyi@zju.edu.cn;

刘长奥(2000-),男,河南郑州人,博士研究生,研究方向:计算机辅助设计等,E-mail:12521016@zju.edu.cn。
基金资助:
国家自然科学基金面上项目(52475287)。

Abstract

Abstract: 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.

Key words: innovative design, human-AI team agent, crowd intelligence innovation design, human-AI co-creation, collaborative evolution

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。

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

CLC Number:

TP18
TB472

LUO Shijian, YU Huiling, ZHANG Jingsen, ZHANG Longyu, WANG Yao, SHEN Chengyi, LIU Changao. Methodology of crowd intelligence innovation design based on human-AI team agent collaborative evolution[J]. Computer Integrated Manufacturing System, 2025, 31(3): 711-720.

罗仕鉴, 于慧伶, 张景森, 张泷予, 王瑶, 沈诚仪, 刘长奥. 基于人智团队智能体协同进化的群智创新设计方法[J]. 计算机集成制造系统, 2025, 31(3): 711-720.

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Methodology of crowd intelligence innovation design based on human-AI team agent collaborative evolution

基于人智团队智能体协同进化的群智创新设计方法

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