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An evolutionary algorithm for optimization of affine transformation parameters for dose matrix warping in patient-specific quality assurance of radiotherapy dose distributions

机译:放射治疗剂量分布患者特定质量保证中剂量矩阵翘曲仿射变换参数优化的进化算法

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Patient-specific quality assurance for sophisticated treatment delivery modalities in radiation oncology, such as intensity-modulated radiation therapy (IMRT), necessitates the measurement of the delivered dose distribution, and the subsequent comparison of the measured dose distribution with that calculated by the treatment planning software. The degree to which the calculated dose distribution is reproduced upon delivery is an indication that the treatment received by the patient is acceptable. A new method for the comparison between the planned and delivered dose distributions is introduced; it assesses the agreement between planar two-dimensional dose distributions. The method uses an evolutionary algorithm to optimize the parameters of the affine transformation, consisting of translation, rotation, and dilation (or erosion), that will warp the measured dose distribution to the planned dose distribution. The deviation of the composite transformation matrix from the identity matrix is an indication of an average geometrical error in the delivered dose distribution, and represents a systematic error in dose delivery. The residual errors in radiation dose at specific points are local errors in dose delivery. The method was applied to IMRT fields consisting of horizontal intensity bands. Analysis shows the method to be a promising tool for patient-specific quality assurance.
机译:针对放射肿瘤学中复杂的治疗交付方式(例如强度调制放射治疗(IMRT))的患者特定质量保证,需要对交付的剂量分布进行测量,然后将测得的剂量分布与通过治疗计划计算出的剂量分布进行比较软件。分娩时再现所计算的剂量分布的程度表明患者接受的治疗是可接受的。引入了一种比较计划剂量分布和交付剂量分布的新方法;它评估了平面二维剂量分布之间的一致性。该方法使用进化算法来优化仿射变换的参数,包括平移,旋转和扩张(或腐蚀),这会将所测得的剂量分布扭曲为计划的剂量分布。复合变换矩阵与单位矩阵的偏差是所输送剂量分布中平均几何误差的指示,并且代表剂量输送中的系统误差。辐射剂量在特定点的残留误差是剂量输送中的局部误差。该方法应用于由水平强度带组成的IMRT场。分析表明,该方法是针对患者特定质量保证的有前途的工具。

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