Optimization of intensity-modulated radiation therapy with biological objectives

被引:23
作者
Olafsson, A
Jeraj, R
Wright, SJ
机构
[1] Univ Wisconsin, Dept Ind Engn, Madison, WI 53706 USA
[2] Univ Wisconsin, Dept Med Phys, Madison, WI 53706 USA
[3] Univ Wisconsin, Dept Comp Sci, Madison, WI 53706 USA
关键词
D O I
10.1088/0031-9155/50/22/010
中图分类号
R318 [生物医学工程];
学科分类号
0831 ;
摘要
IMRT treatment planning via biological objectives gives rise to constrained nonlinear optimization problems. We consider formulations with nonlinear objectives based on the equivalent uniform dose (EUD), with bound constraints on the beamlet weights, and describe fast, flexible variants of the two-metric gradient-projection approach for solving them efficiently and in a mathematically sound manner. We conclude that an approach that calculates the Newton component of the step iteratively, by means of the conjugate-gradient algorithm and an implicit representation of the Hessian matrix, is most effective. We also present an efficient heuristic for obtaining an approximate solution with a smoother distribution of beamlet weights. The effectiveness of the methods is verified by testing on a medium-scale clinical case.
引用
收藏
页码:5357 / 5379
页数:23
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