Analyzing the main trade-offs in multiobjective radiation therapy treatment planning databases

被引:21
|
作者
Spalke, Tobias [1 ]
Craft, David [2 ,3 ]
Bortfeld, Thomas [2 ,3 ]
机构
[1] DKFZ Heidelberg, Dept Med Phys Radiat Oncol, Heidelberg, Germany
[2] Massachusetts Gen Hosp, Dept Radiat Oncol, Boston, MA 02114 USA
[3] Harvard Univ, Sch Med, Boston, MA 02114 USA
来源
PHYSICS IN MEDICINE AND BIOLOGY | 2009年 / 54卷 / 12期
关键词
OPTIMIZATION;
D O I
10.1088/0031-9155/54/12/009
中图分类号
R318 [生物医学工程];
学科分类号
0831 ;
摘要
Multiobjective radiotherapy planning aims to capture all clinically relevant trade-offs between the various planning goals. This is accomplished by calculating a representative set of Pareto optimal solutions and storing them in a database. The structure of these representative Pareto sets is still not fully investigated. We propose two methods for a systematic analysis of multiobjective databases: principal component analysis and the isomap method. Both methods are able to extract the key trade-offs from a database and provide information which can lead to a better understanding of the clinical case and intensity-modulated radiation therapy planning in general.
引用
收藏
页码:3741 / 3754
页数:14
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