Computational enhancements to fluence map optimization for total marrow irradiation using IMRT

被引:3
|
作者
Aleman, D. M. [1 ]
Misic, V. V. [1 ]
Sharpe, M. B. [2 ]
机构
[1] Univ Toronto, Dept Mech & Ind Engn, Toronto, ON M5S 3G8, Canada
[2] Univ Toronto, Princess Margaret Hosp, Dept Radiat Oncol, Toronto, ON M5G 2M9, Canada
关键词
Total marrow irradiation; Intensity modulated radiation therapy; Fluence map optimization; Parallel computing; Projected gradient; Line search; Warm start; MODULATED RADIATION-THERAPY; LINEAR-PROGRAMMING APPROACH;
D O I
10.1016/j.cor.2011.05.028
中图分类号
TP39 [计算机的应用];
学科分类号
081203 ; 0835 ;
摘要
The fluence map optimization (FMO) problem is a core problem in intensity modulated radiation therapy (IMRT) treatment planning. Although it has been studied extensively for site-specific treatment planning, few studies have examined efficient computational methods for solving it for intensity modulated total marrow irradiation (IM-TMI) planning; few studies have also looked at exploiting prior beamlet information to solve the FMO problem in a beam orientation optimization context. In this study, we consider different types of line search strategies and different types of warm-start techniques to improve the speed with which the FMO problem for IM-TMI is solved and the quality of the end solution. We also consider a parallelism-enhanced algorithm to solve the FMO problem for IM-TMI treatment planning with a large number of beams (36 equispaced beams at each of 11 isocenters, for a total of 396 beams). We show that the backtracking line search strategy with step reduction exhibits the best performance and that using either of the two types of warm-start techniques which we consider leads to significant improvements in both solution time and quality. We also provide results for the aforementioned 396-beam plan and show that 30-beam solutions obtained using beam orientation optimization attain a comparable level of quality as this larger solution. (C) 2011 Elsevier Ltd. All rights reserved.
引用
收藏
页码:2167 / 2177
页数:11
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