Minimizing beam-on time in cancer radiation treatment using multileaf collimators

被引:61
作者
Boland, N
Hamacher, HW
Lenzen, F
机构
[1] Univ Kaiserslautern, Fachbereich Math, D-67653 Kaiserslautern, Germany
[2] Accenture GmbH, D-61476 Kronberg, Germany
关键词
cancer radiation treatment; intensity modulated radiation; treatment (IMRT); multileaf collimator; integer programming; network flow with side constraints;
D O I
10.1002/net.20007
中图分类号
TP3 [计算技术、计算机技术];
学科分类号
0812 ;
摘要
In this article the modulation of intensity matrices arising in cancer radiation therapy using multileaf collimators (MLC) is investigated. It is shown that the problem is equivalent to decomposing a given integer matrix into a positive linear combination of (0, 1) matrices. These matrices, called shape matrices, must have the strict consecutive-1-property, together with another property derived from the technological restrictions of the MLC equipment. Various decompositions can be evaluated by their beam-on time (time during which radiation is applied to the patient) or the treatment time (beam-on time plus time for setups). We focus on the former, and develop a nonlinear mixed-integer programming formulation of the problem. This formulation can be decomposed to yield a column generation formulation: a linear program with a large number of variables that can be priced by solving a subproblem. We then develop a network model in which paths in the network correspond to feasible shape matrices. As a consequence, we deduce that the column generation subproblem can be solved as a shortest path problem. Furthermore, we are able to develop two alternative models of the problem as side-constrained network flow formulations, and so obtain our main theoretical result that the problem is solvable in polynomial time. Finally, a numerical comparison of our exact solutions with those of well-known heuristic methods shows that the beam-on time can be reduced by a considerable margin. (C) 2004 Wiley Periodicals, Inc.
引用
收藏
页码:226 / 240
页数:15
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