Implementation of Predictive Control for Remote Surgery Subject to Time Delay

Vivian Chai, D. Necsulescu, J. Sasiadek
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Abstract

Telerobotics have been successful in furthering the advancement on the medical field, as they provide an option for operating from distance and benefits such as reduced patient recovery time, when compared to standard operating methods. To this day, however, there are still many issues that have yet to be resolved, one of which is the effect of time delay. Due to its nature, time delay cannot be prevented and is present in all teler-obotic applications, with large delays resulting in substandard performance. This paper investigates the application of predictive technology in a surgical setting, in attempts to reduce the effects of time delay. Two simulations with different controller setups, namely the PID and Smith controller pair and the Adaptive MPC, will be used to manipulate the da Vinci Research Kit's Patient Side Manipulator (PSM), and their performances are analyzed and compared. It was found that both predictive controllers are able to successfully follow the designated trajectory, in spite of delays of up to 800ms, with the Smith predictor producing superior results. However, the adaptive MPC is shown to have improving performance as the simulation progresses, showing its ability to readjust to unexpected contact. Thus, experimentation with increased contact, such as penetration, may be considered for future work.
具有时滞的远程手术预测控制的实现
远程机器人在促进医疗领域的进步方面取得了成功,因为它们提供了远程操作的选择,并且与标准操作方法相比,它们具有缩短患者恢复时间等优点。然而,直到今天,仍有许多问题尚未解决,其中之一是时间延迟的影响。由于其性质,时间延迟是无法避免的,并且存在于所有的远程机器人应用中,大的延迟导致性能不合格。本文探讨了预测技术在外科手术环境中的应用,试图减少时间延迟的影响。采用PID和Smith控制器对以及自适应MPC两种不同控制器设置的仿真方法对达芬奇研究套件的病人侧机械手(PSM)进行操作,并对其性能进行分析和比较。结果发现,尽管延迟高达800ms,但两种预测控制器都能够成功地遵循指定的轨迹,史密斯预测器产生了更好的结果。然而,随着仿真的进行,自适应MPC的性能有所提高,显示出对意外接触的重新调整能力。因此,可以考虑在今后的工作中进行增加接触的实验,例如穿透。
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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