Application of dose-volume histogram prediction in biologically related models for nasopharyngeal carcinomas treatment planning
Abstract Purpose In this study, we employed a gated recurrent unit (GRU)-based recurrent neural network (RNN) using dosimetric information induced by individual beam to predict the dose-volume histogram (DVH) and investigated the feasibility and usefulness of this method in biologically related mode...
Main Authors: | , , , |
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Format: | Article |
Language: | English |
Published: |
BMC
2020-09-01
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Series: | Radiation Oncology |
Subjects: | |
Online Access: | http://link.springer.com/article/10.1186/s13014-020-01623-2 |