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Modeling and control: Theoretical development with application to hyperthermia cancer therapy.

机译:建模与控制:理论开发及其在热疗癌症治疗中的应用。

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摘要

This dissertation develops and evaluates the potential efficacy of some of the tools feedback control tools needed to improve clinical hyperthermia treatment of cancer. In particular, this dissertation accomplishes three specific aims: (1) to develop an improved, balanced realization based method of model reduction technique; (2) to generate an exact temperature tracking technique for hyperthermia treatments, using the improved model order reduction technique in conjunction with an inverse dynamics based feedforward/feedback controller; and (3) to extend iterative learning control to include nonminimum phase systems. The iterative learning control technique developed here uses the inverse dynamics method of exact output tracking trajectory generation and the improved balanced realization model reduction method.; This dissertation provides some important steps toward the implementation of advanced control techniques in the hyperthermia clinic. The control algorithms developed in this dissertation have been applied to a clinical system and have been shown to work in an experimental setting. In addition, this dissertation advances the theoretical controls field by extending the theory in both model order reduction and iterative learning control. Finally, algorithms have been developed, coded, and tested experimentally to implement the techniques developed in this dissertation work in a clinical treatment system.
机译:本文开发并评估了改善临床热疗治疗癌症所需的一些反馈控制工具的潜在功效。具体而言,本论文实现了三个具体目标:(1)开发一种改进的,基于平衡实现的模型简化技术方法; (2)结合改进的模型降阶技术和基于逆动力学的前馈/反馈控制器,生成用于热疗的精确温度跟踪技术; (3)将迭代学习控制扩展到包括非最小相位系统。这里开发的迭代学习控制技术使用精确输出跟踪轨迹生成的逆动力学方法和改进的平衡实现模型简化方法。本文为热疗诊所中先进控制技术的实施提供了重要的步骤。本文开发的控制算法已应用于临床系统,并已证明可以在实验环境中工作。此外,本文通过在模型降阶和迭代学习控制两方面都进行了扩展,进一步拓展了理论控制领域。最后,已经开发,编码和实验测试了算法,以在临床治疗系统中实施本文工作中开发的技术。

著录项

  • 作者

    Mattingly, Marshall.;

  • 作者单位

    The University of Utah.;

  • 授予单位 The University of Utah.;
  • 学科 Engineering Mechanical.; Engineering Biomedical.
  • 学位 Ph.D.
  • 年度 1998
  • 页码 215 p.
  • 总页数 215
  • 原文格式 PDF
  • 正文语种 eng
  • 中图分类 机械、仪表工业;生物医学工程;
  • 关键词

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