Multi-objective optimization of inverse planning for accurate radiotherapy

被引:0
|
作者
曹瑞芬 [1 ,2 ]
吴宜灿 [1 ,2 ,3 ]
裴曦 [1 ,2 ]
景佳 [1 ,3 ,4 ]
李国丽 [5 ]
程梦云 [1 ,2 ]
李贵 [1 ,2 ]
胡丽琴 [1 ,2 ]
机构
[1] Institute of Plasma Physics,Chinese Academy of Sciences
[2] Engineering Technology Research Center of Accurate Radiotherapy
[3] School of Nuclear Science and Technology, University of Science and Technology of China
[4] Hefei University of Technology
[5] Zhejiang University of Technology
关键词
inverse planning; multi-objective optimization; accurate radiotherapy;
D O I
暂无
中图分类号
R815 [放射疗法];
学科分类号
1001 ; 100105 ; 100207 ; 100602 ;
摘要
The multi-objective optimization of inverse planning based on the Pareto solution set, according to the multi-objective character of inverse planning in accurate radiotherapy, was studied in this paper. Firstly, the clinical requirements of a treatment plan were transformed into a multi-objective optimization problem with multiple constraints. Then, the fast and elitist multi-objective Non-dominated Sorting Genetic Algorithm (NSGA-) was introduced to optimize the problem. A clinical example was tested using this method. The results show that an obtained set of non-dominated solutions were uniformly distributed and the corresponding dose distribution of each solution not only approached the expected dose distribution, but also met the dosevolume constraints. It was indicated that the clinical requirements were better satisfied using the method and the planner could select the optimal treatment plan from the non-dominated solution set.
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页码:313 / 317
页数:5
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