复杂心脏消融任务连续统机器人的自主控制

Michael C. Yip, Jake Sganga, David B. Camarillo
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引用次数: 34

摘要

连续机械臂可以对跳动的心脏进行微创手术,但手动控制机械臂尖端位置和与组织接触力的挑战导致手术失败和并发症。本研究的目的是实现连续体机械臂在心脏跳动模型中的位置和力的自主控制。我们提出了一种无模型的混合控制方法,该方法可以在未知约束条件下,调节具有未知运动学/力学的机械臂的尖端位置/力。该算法在存在心跳干扰和传感器噪声的情况下实时估计雅可比矩阵,实现闭环控制。利用这种无模型控制方法,机器人导管在模拟心脏搏动环境中自主追踪临床相关路径,同时调节接触力。浇注过程用于收紧处理余量并提高精度。实验结果证明了机器人的能力(1.4±1.1mm-1.9±1.4mm跟踪误差),而用户演示显示了手动执行相同任务的难度(2.6±2.0mm-4.3±3.9mm跟踪误差)。这种新的机器人连续消融方法可以减少消融路径的不连续性,提高治疗的一致性,从而改善临床结果。
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Autonomous Control of Continuum Robot Manipulators for Complex Cardiac Ablation Tasks
Continuum manipulators enable minimally-invasive surgery on the beating heart, but the challenges involved in manually controlling the manipulator’s tip position and contact force with the tissue result in failed procedures and complications. The objective of this work is to achieve autonomous robotic control of a continuum manipulator’s position and force in a beating heart model. We present a model-less hybrid control approach that regulates the tip position/force of manipulators with unknown kinematics/mechanics, under unknown constraints along the manipulator’s body. The algorithms estimate the Jacobian in the presence of heartbeat disturbances and sensor noise in real time, enabling closed-loop control. Using this model-less control approach, a robotic catheter autonomously traced clinically relevant paths on a simulated beating heart environment while regulating contact force. A gating procedure is used to tighten the treatment margins and improve precision. Experimental results demonstrate the capabilities of the robot (1.4±1.1mm–1.9±1.4mm tracking error) while user demonstrations show the difficulty of manually performing the same task (2.6±2.0mm–4.3±3.9mm tracking error). This new, robotically-enabled contiguous ablation method could reduce ablation path discontinuities, improve consistency of treatment, and therefore improve clinical outcomes.
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