AI Agents 相关度: 9/10

Owl-AuraID 1.0: An Intelligent System for Autonomous Scientific Instrumentation and Scientific Data Analysis

Han Deng, Anqi Zou, Hanling Zhang, Ben Fei, Chengyu Zhang, Haobo Wang, Xinru Guo, Zhenyu Li, Xuzhu Wang, Peng Yang, Fujian Zhang, Weiyu Guo, Xiaohong Shao, Zhaoyang Liu, Shixiang Tang, Zhihui Wang, Wanli Ouyang
arXiv: 2603.29828v1 发布: 2026-03-31 更新: 2026-03-31

AI 摘要

Owl-AuraID是一个通过GUI操作仪器并进行数据分析的自动化智能系统,促进科学发现。

主要贡献

  • 提出了一种基于GUI的仪器自动化方法
  • 构建了一个软件-硬件协同的智能体系统
  • 实现了多种精密仪器的自动化控制和数据分析

方法论

采用技能中心框架,整合Type-1(GUI操作)和Type-2(数据分析)技能,形成端到端的工作流程。

原文摘要

Scientific discovery increasingly depends on high-throughput characterization, yet automation is hindered by proprietary GUIs and the limited generalizability of existing API-based systems. We present Owl-AuraID, a software-hardware collaborative embodied agent system that adopts a GUI-native paradigm to operate instruments through the same interfaces as human experts. Its skill-centric framework integrates Type-1 (GUI operation) and Type-2 (data analysis) skills into end-to-end workflows, connecting physical sample handling with scientific interpretation. Owl-AuraID demonstrates broad coverage across ten categories of precision instruments and diverse workflows, including multimodal spectral analysis, microscopic imaging, and crystallographic analysis, supporting modalities such as FTIR, NMR, AFM, and TGA. Overall, Owl-AuraID provides a practical, extensible foundation for autonomous laboratories and illustrates a path toward evolving laboratory intelligence through reusable operational and analytical skills. The code are available at https://github.com/OpenOwlab/AuraID.

标签

自动化 科学仪器 数据分析 智能体

arXiv 分类

cs.AI cs.CL