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用于碳离子放疗的金属网纹波滤波器堆叠参数优化研究

Optimization of Metal Mesh Ripple-filter Stacking Parameters for Carbon Ion Radiotherapy

  • 摘要: 点扫描碳离子放疗依赖纹波滤波器(Ripple Filter, RiFi)提高治疗效率,现有多层金属网纹波滤波器(mesh Ripple Filter, mRiFi)的堆叠方式为随机堆叠,剂量分布一致性较低。本研究基于Python设计了丝径为0.1 mm、丝间距0.5 mm、层数分别为10,20,30,40的mRiFi三维矩阵,并使用遗传算法优化堆叠参数。通过蒙特卡罗剂量模拟程序TOPAS评估碳离子束穿过mRiFi后的布拉格峰展宽能力及优化前后的剂量分布一致性。结果表明,不锈钢材质mRiFi展宽能力强于铝制mRiFi。在100.5 MeV/u碳离子通过40层不锈钢mRiFi时,布拉格峰宽度从0.23 mm展宽至4.08 mm,而铝制mRiFi展宽至1.73 mm。遗传算法优化堆叠参数后,笔形束剂量分布一致性提高。对于10,20,30,40层铝和不锈钢mRiFi,优化前后不同照射位置对应的剂量分布与中心照射位置的剂量分布比较,平均γ通过率均有提升,且绝大多数情形下有统计学差异。研究表明,通过遗传算法优化的mRiFi能显著提升布拉格峰剂量分布一致性,为碳离子放疗的mRiFi构建提供了更优的解决方案。

     

    Abstract: The spot-scanning carbon ion radiotherapy relies on the ripple filter (RiFi) to improve treatment efficiency. The stacking method of the multi-layered metal mesh ripple filter (mRiFi) is random, resulting in lower dose distribution consistency. This study designed a 3D matrix of mRiFi with wire diameters of 0.1 mm, wire spacing of 0.5 mm and layer numbers of 10, 20, 30, and 40, based on Python, and optimized the stacking parameters using a genetic algorithm. The Monte Carlo dose simulation program TOPAS was used to evaluate the Bragg peak broadening ability of carbon ion beams passing through mRiFi and the dose distribution consistency before and after optimization. The results show that the stainless steel mRiFi has stronger broadening capabilities than the aluminum mRiFi. When a 100.5 MeV/u carbon ion passes through 40 layers of stainless steel mRiFi, the Bragg peak width broadens from 0.23 mm to 4.08 mm, while the aluminum mRiFi broadens to 1.73 mm. After optimizing the stacking parameters with the genetic algorithm, the dose distribution consistency significantly improved. For the 10, 20, 30, and 40 layers of aluminum and stainless steel mRiFi, and the average \gamma passing rate increased when comparing the dose distributions at different irradiation positions with that at the central irradiation position, and there are statistically significant differences in most cases. The study demonstrates that the mRiFi optimized by the genetic algorithm can significantly improve the Bragg peak dose distribution consistency, providing a better solution for the construction of mRiFi in carbon ion radiotherapy.

     

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