Miki Kentaro, PhD

Radiotherapy treatment plan optimization depends on planner experience and a trial-and-error process. Supervised deep learning can improve efficiency, but when trained on historical clinical plans, its performance is limited by their quality. Deep reinforceme...

CT X-ray spectra were generated in PHITS by simulating bremsstrahlung at the tube anode. Using the resulting continuous CT spectrum as the incident beam, silicon response was evaluated for silicon thicknesses of 1, 5, and 10 mm to characterize energy depositi...