[HTML][HTML] Machine learning applications in radiation oncology
Abstract Machine learning technology has a growing impact on radiation oncology with an
increasing presence in research and industry. The prevalence of diverse data including 3D …
increasing presence in research and industry. The prevalence of diverse data including 3D …
Planning and delivery of intensity‐modulated radiation therapy
Intensity modulated radiation therapy (IMRT) is an advanced form of external beam radiation
therapy. IMRT offers an additional dimension of freedom as compared with field shaping in …
therapy. IMRT offers an additional dimension of freedom as compared with field shaping in …
Integrated beam orientation and scanning‐spot optimization in intensity‐modulated proton therapy for brain and unilateral head and neck tumors
Purpose Intensity‐Modulated Proton Therapy (IMPT) is the state‐of‐the‐art method of
delivering proton radiotherapy. Previous research has been mainly focused on optimization …
delivering proton radiotherapy. Previous research has been mainly focused on optimization …
A genetic algorithm with neural network fitness function evaluation for IMRT beam angle optimization
Abstract Intensity Modulated Radiotherapy Treatment (IMRT) is a technique used in the
treatment of cancer, where the radiation beams are modulated by a multileaf collimator …
treatment of cancer, where the radiation beams are modulated by a multileaf collimator …
A particle swarm optimization algorithm for beam angle selection in intensity-modulated radiotherapy planning
Automatic beam angle selection is an important but challenging problem for intensity-
modulated radiation therapy (IMRT) planning. Though many efforts have been made, it is …
modulated radiation therapy (IMRT) planning. Though many efforts have been made, it is …
Neighborhood search approaches to beam orientation optimization in intensity modulated radiation therapy treatment planning
The intensity modulated radiation therapy (IMRT) treatment planning problem consists of
several subproblems which are typically solved sequentially. We seek to combine two of the …
several subproblems which are typically solved sequentially. We seek to combine two of the …
A hybrid approach to beam angle optimization in intensity-modulated radiation therapy
Intensity-Modulated Radiation Therapy is the technique of delivering radiation to cancer
patients by using non-uniform radiation fields from selected angles, with the aim of reducing …
patients by using non-uniform radiation fields from selected angles, with the aim of reducing …
Uncertainty incorporated beam angle optimization for IMPT treatment planning
Purpose: Beam angle optimization (BAO) by far remains an important and challenging
problem in external beam radiation therapy treatment planning. Conventional BAO …
problem in external beam radiation therapy treatment planning. Conventional BAO …
A modular approach to intensity-modulated arc therapy optimization with noncoplanar trajectories
Utilizing noncoplanar beam angles in volumetric modulated arc therapy (VMAT) has the
potential to combine the benefits of arc therapy, such as short treatment times, with the …
potential to combine the benefits of arc therapy, such as short treatment times, with the …
A fast deep learning approach for beam orientation optimization for prostate cancer treated with intensity‐modulated radiation therapy
A Sadeghnejad Barkousaraie, O Ogunmolu… - Medical …, 2020 - Wiley Online Library
Purpose Beam orientation selection, whether manual or protocol‐based, is the current
clinical standard in radiation therapy treatment planning, but it is tedious and can yield …
clinical standard in radiation therapy treatment planning, but it is tedious and can yield …