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Mathematical Formulation of Energy Minimization – Based Inverse Optimization

机译:能量最小化的数学公式化-基于逆向优化

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摘要

>Purpose: To introduce the concept of energy minimization-based inverse optimization for external beam radiotherapy.>Materials and Methods: Mathematical formulation of energy minimization-based inverse optimization is presented. This mathematical representation is compared to the most commonly used dose–volume based formulation used in inverse optimization. A simple example on digitally created phantom is demonstrated. The phantom consists of three sections: a target surrounded by high and low density regions. The target is irradiated with two beams passing through those regions. Inverse optimization with dose–volume and energy minimization-based objective functions is performed. The dosimetric properties of the two optimization results are evaluated.>Results: Dose–volume histograms for all the volumes of interest used for dose optimization are compared. Energy-based optimization results in higher maximum dose to the volumes that are used as dose-limiting structures. However, the average and the integral doses delivered for the volumes outside of the target are larger with dose–volume optimization.>Conclusion: Mathematical formulation of energy minimization-based inverse optimization is derived. The optimization applied on the digital phantom shows that energy minimization-based approach tends to deliver somewhat higher maximum doses compared to standard of care, realized with dose–volume based optimization. At the same time, however, the energy minimization-based optimization reduces much more significantly the average and the integral doses.
机译:>目的:介绍用于外部束放射疗法的基于能量最小化的逆向优化的概念。>材料和方法:提出了基于能量最小化的逆向优化的数学公式。将这种数学表示形式与逆优化中最常用的基于剂量-体积的配方进行比较。演示了一个关于数字幻影的简单示例。幻影包括三个部分:被高密度和低密度区域包围的目标。用穿过那些区域的两束光束照射目标。使用基于剂量-体积和能量最小化的目标函数进行逆向优化。评估了两个优化结果的剂量学特性。>结果:比较了用于剂量优化的所有目标体积的剂量-体积直方图。基于能量的优化导致用作剂量限制结构的体积的最大剂量更高。但是,通过剂量-体积优化,目标外体积的平均和积分剂量更大。>结论:得出了基于能量最小化的逆向优化的数学公式。在数字体模上进行的优化表明,与基于标准照护量的优化相比,基于能量最小化的方法倾向于提供比标准护理更高的最大剂量。但是,与此同时,基于能量最小化的优化则显着降低了平均剂量和积分剂量。

著录项

  • 期刊名称 Frontiers in Oncology
  • 作者

    Ivaylo B. Mihaylov;

  • 作者单位
  • 年(卷),期 2014(4),-1
  • 年度 2014
  • 页码 181
  • 总页数 4
  • 原文格式 PDF
  • 正文语种
  • 中图分类 肿瘤学;
  • 关键词

    机译:剂量;体积;质量;能量;积分剂量;逆优化;

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