Simultaneous delivery time and aperture shape optimization for the volumetric-modulated arc therapy (VMAT) treatment planning problem

被引:12
|
作者
Mahnam, Mehdi [1 ,2 ]
Gendreau, Michel [1 ,2 ]
Lahrichi, Nadia [1 ,2 ]
Rousseau, Louis-Martin [1 ,2 ]
机构
[1] Polytech Montreal, Dept Math & Ind Engn, Montreal, PQ, Canada
[2] CIRRELT Interuniv Res Ctr Enterprise Networks Log, Montreal, PQ, Canada
来源
PHYSICS IN MEDICINE AND BIOLOGY | 2017年 / 62卷 / 14期
基金
加拿大自然科学与工程研究理事会;
关键词
radiation therapy treatment planning; VMAT; column generation; heuristic; COLUMN GENERATION APPROACH; ALGORITHM; IMRT; TOMOTHERAPY;
D O I
10.1088/1361-6560/aa7447
中图分类号
R318 [生物医学工程];
学科分类号
0831 ;
摘要
In this paper, we propose a novel heuristic algorithm for the volumetric-modulated arc therapy treatment planning problem, optimizing the trade-off between delivery time and treatment quality. We present a new mixed integer programming model in which the multi-leaf collimator leaf positions, gantry speed, and dose rate are determined simultaneously. Our heuristic is based on column generation; the aperture configuration is modeled in the columns and the dose distribution and time restriction in the rows. To reduce the number of voxels and increase the efficiency of the master model, we aggregate similar voxels using a clustering technique. The efficiency of the algorithm and the treatment quality are evaluated on a benchmark clinical prostate cancer case. The computational results show that a high-quality treatment is achievable using a four-thread CPU. Finally, we analyze the effects of the various parameters and two leaf-motion strategies.
引用
收藏
页码:5589 / 5611
页数:23
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