TY - CHAP
T1 - A shortest path-based approach to the multileaf collimator sequencing problem
AU - Cambazard, Hadrien
AU - O'Mahony, Eoin
AU - O'Sullivan, Barry
PY - 2009
Y1 - 2009
N2 - The multileaf 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 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 line problem is fixed-parameter tractable in the maximum intensity. This result was obtained recently by [9] with a complex construction. We develop new linear and constraint programming models exploiting this idea. Our approaches significantly improve the best known for the problem, bringing real-world sized problem instances within reach of complete methods.
AB - The multileaf 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 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 line problem is fixed-parameter tractable in the maximum intensity. This result was obtained recently by [9] with a complex construction. We develop new linear and constraint programming models exploiting this idea. Our approaches significantly improve the best known for the problem, bringing real-world sized problem instances within reach of complete methods.
UR - https://www.scopus.com/pages/publications/69849116046
U2 - 10.1007/978-3-642-01929-6_5
DO - 10.1007/978-3-642-01929-6_5
M3 - Chapter
AN - SCOPUS:69849116046
SN - 3642019285
SN - 9783642019289
T3 - Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics)
SP - 41
EP - 55
BT - Integration of AI and OR Techniques in Constraint Programming for Combinatorial Optimization Problems - 6th International Conference, CPAIOR 2009, Proceedings
T2 - 6th International Conference on Integration of AI and OR Techniques in Constraint Programming for Combinatorial Optimization Problems, CPAIOR 2009
Y2 - 27 May 2009 through 31 May 2009
ER -