Local beam angle optimization with linear programming and gradient search

被引:66
作者
Craft, David [1 ]
机构
[1] Massachusetts Gen Hosp, Dept Radiat Oncol, Boston, MA 02114 USA
[2] Harvard Univ, Sch Med, Boston, MA 02114 USA
关键词
D O I
10.1088/0031-9155/52/7/N02
中图分类号
R318 [生物医学工程];
学科分类号
0831 ;
摘要
The optimization of beam angles in IMRT planning is still an open problem, with literature focusing on heuristic strategies and exhaustive searches on discrete angle grids. We show how a beam angle set can be locally refined in a continuous manner using gradient-based optimization in the beam angle space. The gradient is derived using linear programming duality theory. Applying this local search to 100 random initial angle sets of a phantom pancreatic case demonstrates the method, and highlights the many-local- minima aspect of the BAO problem. Due to this function structure, we recommend a search strategy of a thorough global search followed by local refinement at promising beam angle sets. Extensions to nonlinear IMRT formulations are discussed.
引用
收藏
页码:N127 / N135
页数:9
相关论文
共 21 条
[1]  
Bertsekas D. P., 2004, NONLINEAR PROGRAMMIN
[2]  
Bertsimas D., 1997, Introduction to linear optimization
[3]   OPTIMIZATION OF BEAM ORIENTATIONS IN RADIATION-THERAPY - SOME THEORETICAL CONSIDERATIONS [J].
BORTFELD, T ;
SCHLEGEL, W .
PHYSICS IN MEDICINE AND BIOLOGY, 1993, 38 (02) :291-304
[4]   Approximating convex Pareto surfaces in multiobjective radiotherapy planning [J].
Craft, David L. ;
Halabi, Tarek F. ;
Shih, Helen A. ;
Bortfeld, Thomas R. .
MEDICAL PHYSICS, 2006, 33 (09) :3399-3407
[5]   An algorithm for systematic selection of beam directions for IMRT [J].
Gaede, S ;
Wong, E ;
Rasmussen, H .
MEDICAL PHYSICS, 2004, 31 (02) :376-388
[6]   Optimizer convergence and local minima errors and their clinical importance [J].
Jeraj, R ;
Wu, CA ;
Mackie, TR .
PHYSICS IN MEDICINE AND BIOLOGY, 2003, 48 (17) :2809-2827
[7]   Intensity-modulated radiotherapy - A large scale multi-criteria programming problem [J].
Karl-Heinz Küfer ;
Alexander Scherrer ;
Michael Monz ;
Fernando Alonso ;
Hans Trinkaus ;
Thomas Bortfeld ;
Christian Thieke .
OR Spectrum, 2003, 25 (2) :223-249
[8]   Simultaneous beam geometry and intensity map optimization in intensity-modulated radiation therapy [J].
Lee, EK ;
Fox, T ;
Crocker, I .
INTERNATIONAL JOURNAL OF RADIATION ONCOLOGY BIOLOGY PHYSICS, 2006, 64 (01) :301-320
[9]   A particle swarm optimization algorithm for beam angle selection in intensity-modulated radiotherapy planning [J].
Li, YJ ;
Yao, DZ ;
Yao, J ;
Chen, WF .
PHYSICS IN MEDICINE AND BIOLOGY, 2005, 50 (15) :3491-3514
[10]   Non-coplanar beam direction optimization for intensity-modulated radiotherapy [J].
Meedt, G ;
Alber, M ;
Nüsslin, F .
PHYSICS IN MEDICINE AND BIOLOGY, 2003, 48 (18) :2999-3019