6 citations · 12 across the 3 of their papers we have counts for
3 papers
physics.med-ph2024
Genetic algorithm as a tool for detection setup optimisation: SiFi-CC case study
Jonas Kasper, Awal Awal, Ronja Hetzel +5
Objective: Proton therapy is a precision-focused cancer treatment where accurate proton beam range monitoring is critical to ensure effective dose delivery. This can be achieved by…
physics.acc-ph2024★ 6 cited
Injection Optimization at Particle Accelerators via Reinforcement Learning: From Simulation to Real-World Application
Awal Awal, Jan Hetzel, Ralf Gebel +1
Optimizing the injection process in particle accelerators is crucial for enhancing beam quality and operational efficiency. This paper presents a framework for utilizing Reinforcem…
physics.acc-ph2023★ 6 cited
Optimization of the injection beam line at the Cooler Synchrotron COSY using Bayesian Optimization
A. Awal, J. Hetzel, R. Gebel +2
The complex non-linear processes in multi-dimensional parameter spaces, that are typical for an accelerator, are a natural application for machine learning algorithms. This paper r…