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基于正则化的混合准则放疗规划模型的改进

郭彩萍 舒华忠 桂志国 张鹏程

计算机工程与应用2017,Vol.53Issue(1):23-28,6.
计算机工程与应用2017,Vol.53Issue(1):23-28,6.DOI:10.3778/j.issn.1002-8331.1605-0377

基于正则化的混合准则放疗规划模型的改进

Improvement based on regularization for building hybrid crite-ria model of radiotherapy planning

郭彩萍 1舒华忠 2桂志国 3张鹏程4

作者信息

  • 1. 中北大学 电子测试技术国家重点实验室,太原 030051
  • 2. 中北大学 仪器科学与动态测试教育部重点实验室,太原 030051
  • 3. 太原工业学院 电子工程系,太原 030008
  • 4. 东南大学 影像科学与技术实验室,南京 210096
  • 折叠

摘要

Abstract

To solve the problem existing in the physical-biological hybrid criteria model based on the generalized equiva-lent uniform dose linear objective function in conformal intensity-modulated radiation therapy, this paper presents a smooth and convex regularization of max function using regularization theory, and improves the hybrid criteria model based on the generalized equivalent uniform dose. When this improved model is applied in inverse planning optimization process, problems(searching ability of optimization algorithm is restricted and it is hard time predicting how large a step can be made when using a gradient-based optimization algorithm)existing in original model are circumvented. Compared to the original model, experiments show that the method using newly proposed model can get better protection to organs at risk while ensuring similar dose coverage for target and the quality of radiotherapy planning is improved.

关键词

调强放疗/等效均匀剂量/混合准则/正则化

Key words

intensity-modulated radiation therapy/generalized equivalent uniform dose/hybrid criteria/regularization

分类

信息技术与安全科学

引用本文复制引用

郭彩萍,舒华忠,桂志国,张鹏程..基于正则化的混合准则放疗规划模型的改进[J].计算机工程与应用,2017,53(1):23-28,6.

基金项目

国家自然科学基金(No.61271312);山西省回国留学人员科研资助项目(No.2016-091)。 ()

计算机工程与应用

OA北大核心CSCDCSTPCD

1002-8331

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