Prediction of the output factor using machine and deep learning approach in uniform scanning proton therapy.

Journal: Journal of applied clinical medical physics
Published Date:

Abstract

PURPOSE: The purpose of this work is to develop machine and deep learning-based models to predict output and MU based on measured patient quality assurance (QA) data in uniform scanning proton therapy (USPT).

Authors

  • Hardev S Grewal
    Oklahoma Proton Center, Oklahoma City, OK, USA.
  • Michael S Chacko
    Oklahoma Proton Center, Oklahoma City, OK, USA.
  • Salahuddin Ahmad
    Department of Radiation Oncology, University of Oklahoma Health Sciences Center, Oklahoma City, OK, USA.
  • Hosang Jin
    Department of Radiation Oncology, University of Oklahoma Health Sciences Center, Oklahoma City, OK, USA.