一种用于放射治疗光束角选择问题的简化变量邻域搜索算法

Maicholl Gutierrez, Guillermo Cabrera-Guerrero
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引用次数: 0

摘要

调强放射治疗(IMRT)是放射治疗中应用最广泛的技术之一,用于治疗多种类型的癌症。主要目标是获得一种治疗方案,可以消除肿瘤的癌细胞,同时尽可能少地损害肿瘤周围的危险器官(OAR)。波束角优化解决技术,如减少可变邻域搜索(rVNS),有望将勘探和开发结合起来,加速寻找最佳波束角配置(BAC)。我们从文献中发现了一个优于算法的优势,我们试图通过提出的rVNS算法来利用,结合不同的策略来减少评估的次数。
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A Reduced Variable Neighbourhood Search Algorithm for the Beam Angle Selection Problem in Radiation Therapy
Intensity-modulated radiation therapy (IMRT) is one of the most widely used techniques in radiation therapy for the treatment of many types of cancers. The main objective is to obtain a treatment plan that allows to eliminate the cancerous cells of the tumour and, at the same time, damage the organs at risk (OAR) around the tumour as little as possible. Beam Angle Optimization resolution techniques, such as reduced Variable Neighborhood Search (rVNS), are expected to be able to combine exploration and exploitation to accelerate the search for the best Beam Angle Configuration (BAC ). We have found an advantage over algorithms from the literature that we try to exploit through the proposed rVNS algorithm, combining different strategies to reduce the number of evaluations.
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