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Improving efficiency of training a virtual treatment planner network via knowledge‐guided deep reinforcement learning for intelligent automatic treatment planning of radiotherapy

机译：通过知识引导的深度加固学习，提高培训虚拟处理计划网络的效率，用于放射疗法的智能自动治疗计划

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Chenyang Shen; Liyuan Chen; Yesenia Gonzalez; Xun Jia;
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1. Automatic Treatment Planning in a Human-like manner: Operating Treatment Planning Systems by a Deep Reinforcement Learning based Virtual Treatment Planner [J] . Shen C., Gonzalez Y., Chen L., International Journal of Radiation Oncology, Biology, Physics . 2019,第1Suppla期

机译：以人类的方式自动治疗规划：由基于深度加强学习的虚拟治疗计划者操作治疗计划系统
2. Operating a Treatment Planning System Using a Deep-Reinforcement-Learning Based Virtual Treatment Planner for Intensity-Modulated Radiation Therapy Treatment Planning [J] . Shen C., Nguyen D., Gonzalez Y., Medical Physics . 2019,第6期

机译：使用深度加强学习的虚拟处理计划进行治疗规划系统，用于强度调制的放射治疗治疗计划
3. Intelligent inverse treatment planning via deep reinforcement learning, a proof-of-principle study in high dose-rate brachytherapy for cervical cancer [J] . Shen Chenyang, Gonzalez Yesenia, Klages Peter, Physics in medicine and biology. . 2019,第11期

机译：通过深度增强学习，宫颈癌高剂量速率近距离放射治疗的原则性逆治疗规划
4. Towards MR-Only Radiotherapy Treatment Planning: Synthetic CT Generation Using Multi-view Deep Convolutional Neural Networks [C] . Yu Zhao, Shu Liao, Yimo Guo, International conference on medical imaging computing and computer-assisted intervention . 2018

机译：迈向仅MR放射治疗计划：使用多视图深度卷积神经网络的合成CT生成
5. Automatic image segmentation and treatment planning for radiotherapy. [D] . Zhao, Xuan. 2014

机译：自动图像分割和放射治疗计划。
6. Intelligent Land-Vehicle Model Transfer Trajectory Planning Method Based on Deep Reinforcement Learning [O] . Lingli Yu, Xuanya Shao, Yadong Wei, 2018

机译：基于深度强化学习的智能陆车模型转移轨迹规划方法
7. Automatic Treatment Planning in a Human-like manner: Operating Treatment Planning Systems by a Deep Reinforcement Learning based Virtual Treatment Planner [O] . C. Shen, Y. Gonzalez, L. Chen, 2019

机译：以人类的方式自动治疗规划：由基于深度加强学习的虚拟治疗计划者操作治疗计划系统

Improving efficiency of training a virtual treatment planner network via knowledge‐guided deep reinforcement learning for intelligent automatic treatment planning of radiotherapy

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