Automatic dose prediction using deep learning and plan optimization with finite‐element control for intensity modulated radiation therapy

FE-based direct optimization produced lower OAR doses and adequate PTV doses after DL prediction. This solution offers rapid and automatic plan optimization without manual adjustment, particularly in low-dose regions.