A plan verification platform for online adaptive proton therapy using deep learning-based Monte–Carlo denoising

G Zhang, X Chen, J Dai, K Men - Physica Medica, 2022 - Elsevier
Abstract Background Purpose This study focused on developing a fast Monte Carlo (MC)
plan verification platform via a deep learning (DL)-based denoising approach. It can …

A plan verification platform for online adaptive proton therapy using deep learning-based Monte-Carlo denoising.

G Zhang, X Chen, J Dai, K Men - … to the Applications of Physics to …, 2022 - europepmc.org
Methods First, we modeled an MC platform for proton therapy using the beam data library
(BDL) required for treatment planning systems and then tested it with measured data. To …

A plan verification platform for online adaptive proton therapy using deep learning-based Monte–Carlo denoising

G Zhang, X Chen, J Dai, K Men - Physica Medica: European …, 2022 - physicamedica.com
Abstract Background Purpose This study focused on developing a fast Monte Carlo (MC)
plan verification platform via a deep learning (DL)-based denoising approach. It can …

A plan verification platform for online adaptive proton therapy using deep learning-based Monte-Carlo denoising

G Zhang, X Chen, J Dai, K Men - Physica medica: PM: an …, 2022 - pubmed.ncbi.nlm.nih.gov
Background purpose This study focused on developing a fast Monte Carlo (MC) plan
verification platform via a deep learning (DL)-based denoising approach. It can maintain the …