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Improving radiation therapy planning by CT metal artefact suppression and electron spectrum reconstruction.

机译:通过CT金属伪影抑制和电子光谱重建改善放射治疗计划。

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This thesis comprises of 3 major parts of my graduate research work, including development of two novel CT metal artefact suppression methods, investigation of the dosimetric effect of CT metal artefact suppression on commercial radiation therapy treatment planning systems, and application of a variational method with adaptive Tichonov regularization to reconstruct electron phase space distribution required for Monte Carlo radiation dose calculation and treatment planning. All the work aims at improving radiation therapy dose calculation and treatment planning. The major advantage of the subtraction technique is that it can successfully suppress the high-density artefacts in bone abundant body regions such as the pelvis. The smoothing-plus-scaling method utilizes two important features of the CT image with metal artefacts: (a) metal and bone pixels are not severely affected by the high density artefacts and (b) the high density artefacts can be located in specific projection channels in the profile domain, although they are spread out in the image domain. It is found that the target could be severely underdosed with significantly altered DVH if the artefact-contaminated image data are used without any artefact suppression procedure for all beam types. Dose perturbation for photon and electron beams is due to both density and scattering effects while for proton beam the cumulative electron density along the beam line plays the major role in determining how accurate the dose calculation is. A water phantom study showed that the CT numbers after image processing are of high fidelity compared to the CT numbers without any metal objects. A variational method with adaptive regularization technique is used to reconstruct electron spectra from depth dose curves for the 6 MeV, 9 MeV and 18 MeV electron beams of a Varian Clinac 2100C accelerator. This new adaptive regularization technique proves to be a very simple, effective and accurate approach. Results using this variational method with adaptive regularization almost perfectly reconstruct electron spectra from depth dose distributions. This technique is promising in reconstructing the full electron initial phase space with angular distribution and the reconstructed phase space can be used for commissioning a Monte Carlo dose calculation and treatment planning system.
机译:本论文包括我研究生研究工作的3个主要部分,包括开发两种新颖的CT金属伪影抑制方法,研究CT金属伪影抑制对商业放射疗法治疗计划系统的剂量学作用以及具有自适应性的变分方法的应用Tichonov正则化可重建蒙特卡洛辐射剂量计算和治疗计划所需的电子相空间分布。所有工作均旨在改善放射治疗剂量的计算和治疗计划。减法技术的主要优点是它可以成功地抑制骨骼丰富的身体区域(如骨盆)中的高密度伪影。平滑加缩放方法利用了带有金属伪影的CT图像的两个重要特征:(a)金属和骨骼像素不受高密度伪影的严重影响;(b)高密度伪影可以位于特定的投影通道中在配置文件域中,尽管它们分布在图像域中。已经发现,如果使用受伪影污染的图像数据而对所有光束类型都没有任何伪影抑制程序,则目标可能会严重不足,而DVH会发生明显变化。光子和电子束的剂量扰动是由于密度和散射效应所致,而对于质子束,沿束线的累积电子密度在确定剂量计算的准确性方面起着主要作用。水幻像研究表明,与没有金属物体的CT数相比,图像处理后的CT数具有较高的保真度。使用具有自适应正则化技术的变分方法,从Varian Clinac 2100C加速器的6 MeV,9 MeV和18 MeV电子束的深度剂量曲线重建电子光谱。这种新的自适应正则化技术被证明是一种非常简单,有效和准确的方法。使用这种具有自适应正则化的变分方法的结果几乎可以从深度剂量分布中完美重建电子光谱。该技术在重建具有角度分布的全电子初始相空间方面很有希望,并且重建的相空间可用于调试蒙特卡洛剂量计算和治疗计划系统。

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