Detecting MLC modeling errors using radiomics‐based machine learning in patient‐specific QA with an EPID for intensity‐modulated radiation therapy
M Sakai, H Nakano, D Kawahara, S Tanabe… - Medical …, 2021 - Wiley Online Library
Purpose We sought to develop machine learning models to detect multileaf collimator (MLC)
modeling errors with the use of radiomic features of fluence maps measured in patient …
modeling errors with the use of radiomic features of fluence maps measured in patient …
Reference dataset of users' photon beam modeling parameters for the Eclipse, Pinnacle, and RayStation treatment planning systems
MC Glenn, CB Peterson, DS Followill… - Medical …, 2020 - Wiley Online Library
Purpose The aim of this work was to provide a novel description of how the radiotherapy
community configures treatment planning system (TPS) radiation beam models for clinically …
community configures treatment planning system (TPS) radiation beam models for clinically …
Deep learning‐based detection and classification of multi‐leaf collimator modeling errors in volumetric modulated radiation therapy
S Nakamura, M Sakai, N Ishizaka… - Journal of Applied …, 2023 - Wiley Online Library
Purpose The purpose of this study was to create and evaluate deep learning‐based models
to detect and classify errors of multi‐leaf collimator (MLC) modeling parameters in volumetric …
to detect and classify errors of multi‐leaf collimator (MLC) modeling parameters in volumetric …
A novel procedure for determining the optimal MLC configuration parameters in treatment planning systems based on measurements with a Farmer chamber
Modelling of the multi-leaf collimator (MLC) in treatment planning systems (TPS) is crucial for
the dose calculation accuracy of intensity-modulated radiation therapy plans. However, no …
the dose calculation accuracy of intensity-modulated radiation therapy plans. However, no …
A radiotherapy community data‐driven approach to determine which complexity metrics best predict the impact of atypical TPS beam modeling on clinical dose …
FEMD Brooks, MC Glenn, V Hernandez… - Journal of applied …, 2024 - Wiley Online Library
Purpose To quantify the impact of treatment planning system beam model parameters,
based on the actual spread in radiotherapy community data, on clinical treatment plans and …
based on the actual spread in radiotherapy community data, on clinical treatment plans and …
Monte Carlo simulation of linac using PRIMO
Y Li, X Sun, Y Liang, Y Hu, C Liu - Radiation Oncology, 2022 - Springer
Abstract Background Monte Carlo simulation is considered as the most accurate method for
dose calculation in radiotherapy. PRIMO is a Monte-Carlo program with a user-friendly …
dose calculation in radiotherapy. PRIMO is a Monte-Carlo program with a user-friendly …
A simple method for determining dosimetric leaf gap with cross-field dose width for rounded leaf-end multileaf collimator systems
CY Lin, AC Shiau, JH Ji, CJ Lee, TH Wang, SH Hsu… - Radiation …, 2018 - Springer
Purpose The dosimetric leaf gap (DLG) and multileaf collimator (MLC) transmission are two
important systematic parameters used to model the rounded MLC leaf ends effect when …
important systematic parameters used to model the rounded MLC leaf ends effect when …
Inter-unit variability of multi-leaf collimator parameters for IMRT and VMAT treatment planning: a multi-institutional survey
M Isono, Y Akino, H Mizuno, Y Tanaka… - Journal of radiation …, 2020 - academic.oup.com
Modern treatment machines have shown small inter-unit variability regarding beam data.
Recently, vendor-provided average beam data, such as the Representative Beam Data …
Recently, vendor-provided average beam data, such as the Representative Beam Data …
Unlocking a closed system: dosimetric commissioning of a ring gantry linear accelerator in a multivendor environment
A Saini, C Tichacek, W Johansson… - Journal of Applied …, 2021 - Wiley Online Library
The Halcyon™ platform is self‐contained, combining a treatment planning (Eclipse) system
TPS) with information management and radiation delivery components. The standard TPS …
TPS) with information management and radiation delivery components. The standard TPS …
Optimization of collimator angles in dual-arc volumetric modulated Arc therapy planning for whole-brain radiotherapy with hippocampus and inner ear sparing
W Sun, K Chen, Y Li, W Xia, L Dong, Y Shi, C Ge… - Scientific Reports, 2021 - nature.com
To optimize the collimator angles in dual-arc volumetric modulated arc therapy (VMAT)
plans for whole-brain radiotherapy with hippocampus and inner ear sparing (HIS-WBRT) …
plans for whole-brain radiotherapy with hippocampus and inner ear sparing (HIS-WBRT) …