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English(EN) Design-to-Plan: A Large Language Model-Based Multi-Agent Framework for Manufacturing Process Planning from 3D CAD Models and 2D Engineering Drawings

基于LLM的多智能体框架实现制造工艺规划自动化

研究人员推出了一种名为Design-to-Plan的新型框架,该框架利用大语言模型(LLMs)作为多智能体来自动化制造工艺规划。该系统集成了3D CAD模型和2D工程图,使用专门的智能体执行特征识别和图纸分析等任务,而LLM智能体则负责推理、冲突解决和输出生成。该框架在下游智能体上实现了100%的成功率,并显著减少了规划任务的token使用量,表明其在可扩展和可追溯的设计到规划自动化方面具有潜力。 AI

影响 该框架可以通过自动化复杂的规划任务、减少错误以及提高从设计到生产的可追溯性,来显著优化制造业。

排序理由 学术论文,详细介绍了使用LLM进行制造工艺规划的新框架。[lever_c_demoted from research: ic=1 ai=1.0]

在 arXiv cs.AI 阅读 →

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基于LLM的多智能体框架实现制造工艺规划自动化

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学术论文,详细介绍了使用LLM进行制造工艺规划的新框架。[lever_c_demoted from research: ic=1 ai=1.0]
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报道来源 [1]

  1. arXiv cs.AI TIER_1 English(EN) · Muhammad Tayyab Khan, Lequn Chen, Wenhe Feng, Seung Ki Moon ·

    Design-to-Plan:基于大语言模型的面向制造流程规划的多智能体框架,支持3D CAD模型和2D工程图

    arXiv:2608.24039v1 Announce Type: cross Abstract: Manufacturing process planning transforms heterogeneous design information into coherent manufacturing decisions. However, existing approaches focus on isolated subtasks, such as feature recognition, drawing interpretation, or too…