arXiv:2510.19289cs.RO2025-10被引 3

构建化学实验机器人操作的分类体系,提升自动化可复用性。

TARMAC: A Taxonomy for Robot Manipulation in Chemistry

  • 定义化学实验中核心操作的分类框架,按功能与执行方式归类。
  • 基于教学演示数据标注,支持机器人执行动作的结构化表达。
  • 可生成可执行指令,适合长期复杂实验流程的自动化系统使用。

化学实验室自动化旨在提高通量、可重复性和安全性,但现有系统仍需频繁人工干预。尽管机器人技术进步降低了依赖,但由于缺乏对所需技能的系统性描述,自主性仍局限于特定任务的定制方案,难以迁移。当前实验抽象通常只描述协议步骤,未明确机器人需执行的动作。这暴露出化学实验室中机器人操作技能缺乏系统性梳理。为此,我们提出 TARMAC——一种面向化学实验机器人的操作分类体系,基于标注的教学实验示范并经实验验证,将操作按功能角色和物理执行需求分类。TARMAC 不仅作为描述性术语库,还可实例化为机器人可执行原语,并组合成高层宏指令,实现技能复用,支持长时序工作流的可扩展集成。该成果为更灵活、自主的实验室自动化提供了结构化基础。更多信息见 https://tarmac-paper.github.io/

原文摘要 · Abstract (English)

Chemistry laboratory automation aims to increase throughput, reproducibility, and safety, yet many existing systems still depend on frequent human intervention. Advances in robotics have reduced this dependency, but without a structured representation of the required skills, autonomy remains limited to bespoke, task-specific solutions with little capacity to transfer beyond their initial design. Current experiment abstractions typically describe protocol-level steps without specifying the robotic actions needed to execute them. This highlights the lack of a systematic account of the manipulation skills required for robots in chemistry laboratories. To address this gap, we introduce TARMAC - a Taxonomy for Robot Manipulation in Chemistry - a domain-specific framework that defines and organizes the core manipulations needed in laboratory practice. Based on annotated teaching-lab demonstrations and supported by experimental validation, TARMAC categorizes actions according to their functional role and physical execution requirements. Beyond serving as a descriptive vocabulary, TARMAC can be instantiated as robot-executable primitives and composed into higher-level macros, enabling skill reuse and supporting scalable integration into long-horizon workflows. These contributions provide a structured foundation for more flexible and autonomous laboratory automation. More information is available at https://tarmac-paper.github.io/

机器人操作实验室自动化技能分类化学工程

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