Automatic Focus Adjustment for Single-Spot Tissue Temperature Control in Robotic Laser Surgery

IF 3.4 Q2 ENGINEERING, BIOMEDICAL
Nicholas E. Pacheco;Chaitanya S. Gaddipati;Siavash Farzan;Loris Fichera
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引用次数: 0

Abstract

This paper reports on a study whose goal is to control the tissue temperature at a specific spot during laser surgery, for the purpose of, inducing coagulation or sealing blood vessels. We propose a solution that relies on the automatic adjustment of the laser focus (and thus how concentrated the laser beam is), combined with the use of an infrared thermal camera for non-contact temperature monitoring. One of the main challenges in the control of thermal laser-tissue interactions is that these interactions can be hard to predict due to the inherent variability in the molecular composition of biological tissue. To tackle this challenge, we explore two different control approaches: (1) a model-less controller using a Proportional-Integral (PI) formulation, whose gains are set via a tuning procedure performed on laboratory-made tissue phantoms; and (2) a model-based controller using an adaptive formulation that makes it robust to tissue variability. We report on experiments, performed on four types of tissue specimens, showing that both controllers can consistently achieve temperature tracking with a Root-Mean-Square Error (RMSE) $\approx$ 1 °C.
机器人激光手术中用于单点组织温度控制的自动聚焦调节器
本文报告了一项研究,其目标是在激光手术过程中控制特定点的组织温度,以达到诱导凝血或封闭血管的目的。我们提出的解决方案依赖于自动调节激光焦点(从而调节激光束的集中程度),并结合使用红外热像仪进行非接触式温度监测。控制热激光与组织相互作用的主要挑战之一是,由于生物组织分子组成的固有可变性,这些相互作用很难预测。为了应对这一挑战,我们探索了两种不同的控制方法:(1) 使用比例-积分(PI)配方的无模型控制器,其增益通过在实验室制造的组织模型上执行的调整程序进行设置;(2) 使用自适应配方的基于模型的控制器,使其对组织变异具有鲁棒性。我们报告了在四种组织标本上进行的实验,结果表明这两种控制器都能稳定地实现温度跟踪,均方根误差(RMSE)约为 1 °C。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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来源期刊
CiteScore
6.80
自引率
0.00%
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