Author profile

Ara Alexandrian, PhD, MS

Mary Bird Perkins Cancer Center

AuthorsPoster
Spatiotemporal Deep Learning of VMAT Direct Aperture Optimization Dynamics

Dose prediction models operate in the CT dose domain and require a conventional optimization step to translate the predicted dose into deliverable parameters in beam’s-eye view (BEV). To address the taxing direct aperture optimization (DAO) process, directly...

Poster Program · Therapy Physics
AuthorsPaper
LLM-Assisted FMEA: Automating Risk Analysis for Radiation Therapy

Failure Mode and Effects Analysis (FMEA) is the standard for proactive risk management in radiation therapy under AAPM TG-100 guidelines, yet traditional implementation can exceed 100 hours per process and shows significant inter-rater variability. This work...

Proffered Program · Therapy Physics