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An Improved Convex Programming Model for the Inverse Problem in Intensity-Modulated Radiation Therapy

机译:强度调制放射疗法中逆问题的改进凸编程模型

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Intensity modulated radiation therapy technology (IMRT) is one of the main approaches in cancer treatment because it can guarantee the killing of cancer cells while optimally protecting normal tissue from complications. Inverse planning, which is the core component of the entire IMRT system, is mainly based on accurate mathematical modeling and associated fast solving methods. In inverse planning, the fluence map optimization, which considers the multi-leaf collimator (MLC) modulation, is the current research focus. Although the hitting constrain problem with the unidirectional movement of leaf-sweeping has been solved, our goal is to solve the hitting constrain problem with the bidirectional movement of leaf-sweeping. In this study, we propose a non-synchronized type to solve the hitting constrain problem with the bidirectional movement of leaf-sweeping schemes for IMRT. In solving this problem, a new mathematical model is proposed under the framework of convex programming. The advantage of the convex model is to avoid the uncertainty and inaccuracy that occurs in the non-convex programming solving process. Experimental results for two clinical testing cases show that under the same condition of total number of monitoring units, the new proposed model produces better dose distribution than those of the total variance and quadratic models.
机译:强度调制的放射治疗技术(IMRT)是癌症治疗的主要方法之一,因为它可以保证杀害癌细胞,同时最佳地保护来自并发症的正常组织。逆计划是整个IMRT系统的核心组件,主要是基于精确的数学建模和相关的快速解决方法。在逆计划中,考虑多叶子准直器(MLC)调制的流量映射优化是当前的研究重点。虽然已经解决了与叶扫地的单向运动的击球问题,但我们的目标是通过叶扫的双向运动来解决击球约束问题。在这项研究中,我们提出了一种非同步类型来解决对IMRT的叶式扫描方案的双向运动来解决击球的约束问题。在解决这个问题时,在凸编程框架下提出了一种新的数学模型。凸模型的优点是避免在非凸编程求解过程中发生的不确定性和不准确性。两种临床检测案例的实验结果表明,在监测单元总数的相同条件下,新的提出模型产生的剂量分布优于总方差和二次模型。

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