Reflections on beam configuration optimization for intensity-modulated proton therapy

W Cao, H Rocha, R Mohan, G Lim… - Physics in Medicine …, 2022 - iopscience.iop.org
Presumably, intensity-modulated proton radiotherapy (IMPT) is the most powerful form of
proton radiotherapy. In the current state of the art, IMPT beam configurations (ie the number …

Physics model-informed Gaussian process for online optimization of particle accelerators

A Hanuka, X Huang, J Shtalenkova, D Kennedy… - … Review Accelerators and …, 2021 - APS
High-dimensional optimization is a critical challenge for operating large-scale scientific
facilities. We apply a physics-informed Gaussian process (GP) optimizer to tune a complex …

SISS-MCO: large scale sparsity-induced spot selection for fast and fully-automated robust multi-criteria optimisation of proton plans

W Kong, M Oud, SJM Habraken… - Physics in Medicine …, 2024 - iopscience.iop.org
Objective. Intensity modulated proton therapy (IMPT) is an emerging treatment modality for
cancer. However, treatment planning for IMPT is labour-intensive and time-consuming. We …

Range uncertainty reductions in proton therapy may lead to the feasibility of novel beam arrangements which improve organ‐at‐risk sparing

S Tattenberg, TM Madden, T Bortfeld, K Parodi… - Medical …, 2022 - Wiley Online Library
Purpose In proton therapy, dose distributions are currently often conformed to organs at risk
(OARs) using the less sharp dose fall‐off at the lateral beam edge to reduce the effects of …

[HTML][HTML] Validation of fully automated robust multicriterial treatment planning for head and neck cancer impt

M Huiskes, W Kong, M Oud, K Crama, C Rasch… - International Journal of …, 2024 - Elsevier
Purpose Our purpose was to compare robust intensity modulated proton therapy (IMPT)
plans, automatically generated with wish-list–based multicriterial optimization as …

A unified path seeking algorithm for IMRT and IMPT beam orientation optimization

P Ramesh, G Valdes, D O'Connor… - Physics in Medicine & …, 2023 - iopscience.iop.org
Objective. Fully automated beam orientation optimization (BOO) for intensity-modulated
radiotherapy and intensity modulated proton therapy (IMPT) is gaining interest, since …

Automated and clinically optimal treatment planning for cancer radiotherapy

M Zarepisheh, L Hong, Y Zhou… - … journal on applied …, 2022 - pubsonline.informs.org
Each year, approximately 18 million new cancer cases are diagnosed worldwide, and about
half must be treated with radiotherapy. A successful treatment requires treatment planning …

Automated robust planning for IMPT in oropharyngeal cancer patients using machine learning

IG van Bruggen, M Huiskes, SPM de Vette… - International Journal of …, 2023 - Elsevier
Purpose The aim of this study was to evaluate an automated treatment planning method for
robustly optimized intensity modulated proton therapy (IMPT) plans for oropharyngeal …

A reinforcement learning application of a guided Monte Carlo Tree Search algorithm for beam orientation selection in radiation therapy

A Sadeghnejad-Barkousaraie, G Bohara… - Machine learning …, 2021 - iopscience.iop.org
Current beam orientation optimization algorithms for radiotherapy, such as column
generation (CG), are typically heuristic or greedy in nature because of the size of the …

A reduced variable neighbourhood search for the beam angle optimisation problem

M Gutierrez, G Cabrera-Guerrero… - IEEE Transactions on …, 2023 - ieeexplore.ieee.org
Intensity Modulated Radiation Therapy (IMRT) is a widely used radiation therapy technique
to treat cancer. The main goal in IMRT is to obtain a treatment plan that eliminates cancer …