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Lateral Penumbra Modelling Based Leaf End Shape Optimization for Multileaf Collimator in Radiotherapy

机译:基于侧影半峰建模的多叶准直器放射治疗叶片末端形状优化

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摘要

Lateral penumbra of multileaf collimator plays an important role in radiotherapy treatment planning. Growing evidence has revealed that, for a single-focused multileaf collimator, lateral penumbra width is leaf position dependent and largely attributed to the leaf end shape. In our study, an analytical method for leaf end induced lateral penumbra modelling is formulated using Tangent Secant Theory. Compared with Monte Carlo simulation and ray tracing algorithm, our model serves well the purpose of cost-efficient penumbra evaluation. Leaf ends represented in parametric forms of circular arc, elliptical arc, Bézier curve, and B-spline are implemented. With biobjective function of penumbra mean and variance introduced, genetic algorithm is carried out for approximating the Pareto frontier. Results show that for circular arc leaf end objective function is convex and convergence to optimal solution is guaranteed using gradient based iterative method. It is found that optimal leaf end in the shape of Bézier curve achieves minimal standard deviation, while using B-spline minimum of penumbra mean is obtained. For treatment modalities in clinical application, optimized leaf ends are in close agreement with actual shapes. Taken together, the method that we propose can provide insight into leaf end shape design of multileaf collimator.
机译:多叶准直仪的侧影在放射治疗计划中起着重要作用。越来越多的证据表明,对于单焦点的多叶准直仪,半影的横向宽度取决于叶片位置,并且在很大程度上归因于叶片末端的形状。在我们的研究中,使用切线割线理论制定了一种用于叶端诱导的侧向半影建模的分析方法。与蒙特卡洛模拟和射线追踪算法相比,我们的模型很好地满足了经济高效的半影评估的目的。实现了以圆弧,椭圆弧,贝塞尔曲线和B样条的参数形式表示的叶端。在引入半影均值和方差的双目标函数的基础上,采用遗传算法对帕累托边界进行了近似。结果表明,对于圆弧,叶端目标函数是凸的,并且使用基于梯度的迭代方法可以保证收敛到最优解。发现最佳的Bézier曲线形状的叶片末端达到最小的标准偏差,而使用B样条获得的半影平均值最小。对于临床应用中的治疗方式,优化的叶端与实际形状密切吻合。综上所述,我们提出的方法可以提供对多叶准直器叶片末端形状设计的深入了解。

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