A shortest path-based approach to the multileaf collimator sequencing problem

被引:10
|
作者
Cambazard, Hadrien [1 ]
O'Mahony, Eoin [1 ]
O'Sullivan, Barry [1 ]
机构
[1] Univ Coll Cork, Cork Constraint Computat Ctr, Dept Comp Sci, Cork, Ireland
基金
爱尔兰科学基金会; 美国国家科学基金会;
关键词
Combinatorial optimisation; Constraint programming; Operations research; Intensity-modulated radiotherapy; BEAM-ON TIME; INTEGER MATRICES; DECOMPOSITION; ALGORITHM; SEGMENTS; NUMBER;
D O I
10.1016/j.dam.2011.09.008
中图分类号
O29 [应用数学];
学科分类号
070104 ;
摘要
The rnultileaf collimator sequencing problem is an important component in effective cancer treatment delivery. The problem can be formulated as finding a decomposition of an integer matrix into a weighted sequence of binary matrices whose rows satisfy a consecutive ones property. Minimising the cardinality of the decomposition is an important objective and has been shown to be strongly NP-hard, even for a matrix restricted to a single column or row. We show that in this latter case it can be solved efficiently as a shortest path problem, giving a simple proof that the one-row problem is fixed-parameter tractable in the maximum intensity. We develop new linear and constraint programming models exploiting this result. Our approaches significantly improve the best known for the problem, bringing real-world sized problem instances within reach of exact algorithms. (C) 2011 Elsevier B.V. All rights reserved.
引用
收藏
页码:81 / 99
页数:19
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