Improving Proton Dose Calculation Accuracy by Using Deep Learning.

Chao WuDan NguyenYixun XingAna Barragan MonteroJan SchuemannHaijiao ShangYuehu PuSteve Jiang

Published in: Machine learning: science and technology (2021)

Our deep learning-based approach can quickly boost the accuracy of PB dose to that of MC dose. The developed model can be added to the clinical workflow of proton treatment planning to improve dose calculation accuracy.

Keyphrases

deep learning
machine learning
convolutional neural network
heavy metals
risk assessment
electronic health record