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The Scatter Search Based Algorithm for Beam Angle Optimization in Intensity-Modulated Radiation Therapy

机译:强度调制放射治疗中基于散点搜索的波束角优化算法

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摘要

This article introduces a new framework for beam angle optimization (BAO) in intensity-modulated radiation therapy (IMRT) using the Scatter Search Based Algorithm. The potential benefits of plans employing the coplanar optimized beam sets are also examined. In the proposed beam angle selection algorithm, the problem is solved in two steps. Initially, the gantry angles are selected using the Scatter Search Based Algorithm, which is a global optimization method. Then, for each beam configuration, the intensity profile is calculated by the conjugate gradient method to score each beam angle set chosen. A simulated phantom case with obvious optimal beam angles was used to benchmark the validity of the presented algorithm. Two clinical cases (TG-119 phantom and prostate cases) were examined to prepare a dose volume histogram (DVH) and determine the dose distribution to evaluate efficiency of the algorithm. A clinical plan with the optimized beam configuration was compared with an equiangular plan to determine the efficiency of the proposed algorithm. The BAO plans yielded significant improvements in the DVHs and dose distributions compared to the equispaced coplanar beams for each case. The proposed algorithm showed its potential to effectively select the beam direction for IMRT inverse planning at different tumor sites.
机译:本文介绍了一种新的框架,该框架使用基于散点搜索的算法在强度调制放射治疗(IMRT)中进行光束角优化(BAO)。还检查了使用共面优化梁集的计划的潜在好处。在提出的光束角选择算法中,该问题分两步解决。最初,使用基于分散搜索的算法选择龙门架角度,这是一种全局优化方法。然后,对于每种光束配置,通过共轭梯度方法计算强度轮廓,以对所选的每个光束角度集进行评分。以具有明显最佳射束角的模拟幻像案例为基准,验证了该算法的有效性。检查了两个临床病例(TG-119幻影和前列腺病例)以准备剂量体积直方图(DVH)并确定剂量分布以评估算法的效率。将具有优化光束配置的临床计划与等角计划进行比较,以确定所提出算法的效率。与每种情况下的等距共面光束相比,BAO计划在DVH和剂量分布方面取得了显着改善。所提出的算法显示出其潜力,可以有效地选择光束方向以进行不同肿瘤部位的IMRT逆向计划。

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