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IMRT Inverse Planning Using Simulated Annealing

机译:IMRT逆计划使用模拟退火

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摘要

Radiation therapy is an important type of cancer treatment, being delivered to more than half of all cancer patients. Intensity Modulated Radiation Therapy (EVERT) is one type of radiation therapy where it is possible not only to conform the dose distribution to the shape of the volumes to treat, but also to have different radiation intensity profiles that will allow a better coverage of the volumes to treat and a better sparing of all other structures. Planning an IMRT treatment is a time-demanding task, based on a trial and error procedure. We propose an inverse planning approach to this problem based on simulated annealing (SA) and a dynamic neighborhood concept. The planning of an IMRT treatment can be interpreted as having several stages, from choosing proper incidence directions until deciding on the movement of the multiple collimator leaves that will produce the desired intensity profiles. We consider here mainly the first of these stages: the problem of choosing the best intensity directions. This problem is known to be highly non-convex and with many local minima. SA is a well known metaheuristic that has proven to be capable of escaping local minima. Some preliminary computational results using ten clinical examples of already treated patient cases of head-and-neck tumors at the Portuguese Institute of Oncology of Coimbra (TPOC) will be described.
机译:放射治疗是一种重要的癌症治疗类型,递送到患有癌症患者的一半以上。强度调制的放射治疗(EVERT)是一种辐射疗法,其中不仅可以符合对待物量的形状的剂量分布,而且还具有不同的辐射强度轮廓,这将允许更好地覆盖卷治疗和更好地备受所有其他结构。规划IMRT治疗是一种令人艰难的任务,基于试验和错误程序。基于模拟退火(SA)和动态邻域概念,我们提出了一种对该问题的逆计划方法。 IMRT治疗的规划可以被解释为具有多个阶段,从选择适当的入射方向,直到决定将产生所需强度谱的多准直叶片的移动。我们认为这里主要是第一个阶段:选择最佳强度方向的问题。众所周知,这个问题是高度非凸面,并且具有许多局部最小值。 SA是已知的众所周知的成分态,已被证明能够逃脱当地最小值。将描述使用在葡萄牙肿瘤学肿瘤患者的葡萄牙肿瘤学院(TPOC)的患者头颈肿瘤的10例临床实例的一些初步计算结果。

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