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Iterative solution methods for beam angle and fluence map optimization in intensity modulated radiation therapy planning

机译:强度调制放射治疗计划中光束角和注量图优化的迭代求解方法

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摘要

We present computational approaches for optimizing beam angles and fluence maps in Intensity Modulated Radiation Therapy (IMRT) planning. We assume that the number of angles to be used for the treatment is given by the treatment planner. A mixed integer programming (MIP) model and a linear programming (LP) model are used to find an optimal set of beam angles and their corresponding fluence maps. The MIP model is solved using the branch-and-bound method while the LP model is solved using the interior point method. In order to reduce the computational burden for solving the optimization models, we introduce iterative beam angle elimination algorithms in which an insignificant beam angle is eliminated in each iteration. Other techniques are also explored including feasible set reduction for LP and data reduction. Experiments are made to show the computational advantage of the iterative methods for optimizing angles using real patient cases.
机译:我们介绍了在强度调制放射治疗(IMRT)规划中优化光束角和注量图的计算方法。我们假设要用于治疗的角度数由治疗计划者确定。混合整数规划(MIP)模型和线性规划(LP)模型用于找到最佳的光束角集及其对应的注量图。 MIP模型使用分支定界法求解,而LP模型使用内点法求解。为了减少求解优化模型的计算负担,我们引入了迭代波束角消除算法,该算法在每次迭代中都消除了无关紧要的波束角。还探索了其他技术,包括用于LP的可行集约简和数据约简。进行实验以显示使用实际患者案例优化角度的迭代方法的计算优势。

著录项

  • 来源
    《OR Spectrum》 |2008年第2期|p.289-309|共21页
  • 作者单位
  • 收录信息 美国《科学引文索引》(SCI);
  • 原文格式 PDF
  • 正文语种 eng
  • 中图分类
  • 关键词

  • 入库时间 2022-08-18 00:17:26

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