arXiv:2506.23723cs.RO2025-06被引 5

提出一套用于农业双臂机器人半自主作业的综合控制架构。

A comprehensive control architecture for semi-autonomous dual-arm robots in agriculture settings

  • 采用分层二次规划方法,处理多优先级约束以完成采摘任务。
  • 16自由度双臂机器人在真实葡萄园中实现自主与半自主采摘,成功率高。
  • 同一框架兼顾避障与人机协作,适合复杂农业场景应用。

在复杂环境如农业场景中部署移动机器人平台,需具备灵活高效的感知与控制集成架构。本文针对欧洲项目CANOPIES中的葡萄园机器人化采摘任务,提出一套全面的控制架构。研究采用16-DOF双臂移动机器人,通过分层二次规划(HQP)方法,在不同优先级下同时处理等式与不等式约束,实现由感知系统选定的葡萄串采摘。考虑到场景复杂性及感知不确定性带来的碰撞风险,该框架还实现了交互力的实时处理,且保持一致控制结构。此能力进一步支持半自主操作,允许人类操作员辅助完成任务。验证通过实验室测试和真实葡萄园中的大量实验完成,涵盖自主与半自主采摘流程,证明了系统的有效性与鲁棒性。

原文摘要 · Abstract (English)

The adoption of mobile robotic platforms in complex environments, such as agricultural settings, requires these systems to exhibit a flexible yet effective architecture that integrates perception and control. In such scenarios, several tasks need to be accomplished simultaneously, ranging from managing robot limits to performing operational tasks and handling human inputs. The purpose of this paper is to present a comprehensive control architecture for achieving complex tasks such as robotized harvesting in vineyards within the framework of the European project CANOPIES. In detail, a 16-DOF dual-arm mobile robot is employed, controlled via a Hierarchical Quadratic Programming (HQP) approach capable of handling both equality and inequality constraints at various priorities to harvest grape bunches selected by the perception system developed within the project. Furthermore, given the complexity of the scenario and the uncertainty in the perception system, which could potentially lead to collisions with the environment, the handling of interaction forces is necessary. Remarkably, this was achieved using the same HQP framework. This feature is further leveraged to enable semi-autonomous operations, allowing a human operator to assist the robotic counterpart in completing harvesting tasks. Finally, the obtained results are validated through extensive testing conducted first in a laboratory environment to prove individual functionalities, then in a real vineyard, encompassing both autonomous and semi-autonomous grape harvesting operations.

双臂机器人农业机器人半自主控制

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