arXiv:2602.22952cs.RO2026-02被引 1

用机器人精准控制针头穿刺,降低气管切开术风险

Automated Robotic Needle Puncture for Percutaneous Dilatational Tracheostomy

  • 通过电磁传感器实时反馈,机器人自适应调整穿刺路径
  • 在假人实验中定位误差仅1.7毫米,角度偏差4.13度
  • 适合重症医护或机器人手术研究者参考

经皮扩张气管切开术(PDT)常用于长期机械通气的重症患者。针头穿刺作为关键步骤,若操作不准可能引发大出血或后壁穿孔。目前均为人工操作,存在5毫米位置误差和30度角度误差。为提升精度并降低操作难度,本文提出一种基于速度控制的机器人系统,利用两个电磁传感器(一个在针尖,一个在气管内)获取姿态数据,采用自适应约束控制器在线调节不确定的运动参数,避免与患者体表及周围组织碰撞。仿真验证了控制器有效性,随后在假人上完成400次穿刺测试。结果显示,绝对中位位置误差为1.7毫米(四分位距:1.9毫米),中线偏移为4.13度(四分位距:4.55度),由气管内传感器测量。小偏差和碰撞规避的理论保障表明该机器人穿刺方案可行。

原文摘要 · Abstract (English)

Percutaneous dilatational tracheostomy (PDT) is frequently performed on patients in intensive care units for prolonged mechanical ventilation. The needle puncture, as the most critical step of PDT, could lead to adverse consequences such as major bleeding and posterior tracheal wall perforation if performed inaccurately. Current practices of PDT puncture are all performed manually with no navigation assistance, which leads to large position and angular errors (5 mm and 30 degree). To improve the accuracy and reduce the difficulty of the PDT procedure, we propose a system that automates the needle insertion using a velocity-controlled robotic manipulator. Guided using pose data from two electromagnetic sensors, one at the needle tip and the other inside the trachea, the robotic system uses an adaptive constrained controller to adapt the uncertain kinematic parameters online and avoid collisions with the patient's body and tissues near the target. Simulations were performed to validate the controller's implementation, and then four hundred PDT punctures were performed on a mannequin to evaluate the position and angular accuracy. The absolute median puncture position error was 1.7 mm (IQR: 1.9 mm) and midline deviation was 4.13 degree (IQR: 4.55 degree), measured by the sensor inside the trachea. The small deviations from the nominal puncture in a simulated experimental setup and formal guarantees of collision-free insertions suggest the feasibility of the robotic PDT puncture.

机器人手术精准穿刺重症医疗

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