arXiv:2506.09755cs.CEcs.AI2025-06被引 6

用智能代理系统重构工程设计,迈向全自动新时代

Intelligent Design 4.0: Paradigm Evolution Toward the Agentic AI Era

  • 基于大模型的多智能体协作,实现设计全流程自动化
  • 提出智能设计4.0新范式,支持自主协同与端到端执行
  • 适合关注AI驱动设计变革的研究者与工业界从业者

过去几十年,智能设计(ID)显著提升了工程创新、效率、质量和生产力,深刻改变了工程师的思维方式与行为模式。近年来,基础模型(FMs),尤其是大语言模型(LLMs),展现出通用知识推理能力,为工程设计的进一步变革开辟了新路径。本文提出由基础模型赋能的智能设计4.0(ID 4.0)新范式,其核心是基于大模型的智能体系统。我们回顾了ID发展的四个阶段:基于规则的专家系统、任务特定机器学习模型、大规模基础人工智能模型,以及当前新兴的基于基础模型的多智能体协作范式。本文构建了ID 4.0的本体框架,探讨其通过协调、自主的多智能体系统实现工程设计全过程自动化的潜力。同时讨论了关键挑战与机遇,涵盖数据基础、智能体协作机制,以及设计问题与目标的建模方法。这些洞见为推动智能设计向更高适应性、自主性和有效性演进提供了坚实基础。

原文摘要 · Abstract (English)

Research and practice in Intelligent Design (ID) have significantly enhanced engineering innovation, efficiency, quality, and productivity over recent decades, fundamentally reshaping how engineering designers think, behave, and interact with design processes. The recent emergence of Foundation Models (FMs), particularly Large Language Models (LLMs), has demonstrated general knowledge-based reasoning capabilities, and open new avenues for further transformation in engineering design. In this context, this paper introduces Intelligent Design 4.0 (ID 4.0) as an emerging paradigm empowered by foundation model-based agentic AI systems. We review the historical evolution of ID across four distinct stages: rule-based expert systems, task-specific machine learning models, large-scale foundation AI models, and the recent emerging paradigm of foundation model-based multi-agent collaboration. We propose an ontological framework for ID 4.0 and discuss its potential to support end-to-end automation of engineering design processes through coordinated, autonomous multi-agent-based systems. Furthermore, we discuss challenges and opportunities of ID 4.0, including perspectives on data foundations, agent collaboration mechanisms, and the formulation of design problems and objectives. In sum, these insights provide a foundation for advancing Intelligent Design toward greater adaptivity, autonomy, and effectiveness in addressing the growing complexity of engineering design.

智能设计多智能体大模型应用工程创新

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