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用于癌症治疗的反馈控制激光烧蚀:开-关和 PID 控制策略的比较。

Feedback-controlled laser ablation for cancer treatment: comparison of On-Off and PID control strategies.

出版信息

Annu Int Conf IEEE Eng Med Biol Soc. 2022 Jul;2022:5012-5015. doi: 10.1109/EMBC48229.2022.9871972.

Abstract

Laser ablation is a rising technique used to induce a localized temperature increment for tumor ablation. The outcomes of the therapy depend on the tissue thermal history. Monitoring devices help to assess the tissue thermal response, and their combination with a control strategy can be used to promptly address unexpected temperature changes and thus reduce unwanted thermal effects. In this application, numerical simulations can drive the selection of the laser control settings (i.e., laser power and gain parameters) and allow evaluating the thermal effects of the control strategies. In this study, the influence of different control strategies (On-Off and PID-based controls) is quantified considering the treatment time and the thermal effect on the tissue. Finite element model-based simulations were implemented to model the laser-tissue interaction, the heat-transfer, and the consequent thermal damage in liver tissue with tumor. The laser power was modulated based on the temperature feedback provided within the tumor safety margin. Results show that the chosen control strategy does not have a major influence on the extent of thermal damage but on the treatment duration; the percentage of necrosis within the tumor domain is 100% with both strategies, while the treatment duration is 630 s and 786 s for On-Off and PID, respectively. The choice of the control strategy is a trade-off between treatment duration and unwanted temperature overshoot during closed-loop laser ablation. Clinical Relevance-This work establishes that different temperature-based control of the laser ablation procedure does not have a major influence on the extent of thermal damage but on the duration of treatment.

摘要

激光烧蚀是一种新兴的技术,用于诱导肿瘤消融的局部温度升高。治疗效果取决于组织的热历史。监测设备有助于评估组织的热响应,将其与控制策略相结合可以用于及时应对意外的温度变化,从而减少不必要的热效应。在这种应用中,数值模拟可以驱动激光控制设置(即激光功率和增益参数)的选择,并允许评估控制策略的热效应。在这项研究中,考虑到治疗时间和组织的热效应,量化了不同控制策略(开-关和基于 PID 的控制)的影响。基于有限元模型的模拟用于模拟激光-组织相互作用、传热以及肿瘤内肝组织的随后热损伤。根据肿瘤安全边界内提供的温度反馈来调制激光功率。结果表明,所选控制策略对热损伤的程度影响不大,但对治疗时间有影响;两种策略下肿瘤区域的坏死百分比均为 100%,而开-关和 PID 的治疗时间分别为 630s 和 786s。控制策略的选择是在闭环激光消融过程中治疗时间和不希望的温度超调之间的权衡。临床相关性-这项工作表明,激光消融过程中不同的基于温度的控制对热损伤的程度影响不大,但对治疗时间有影响。

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