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Simulated annealing applied to IMRT beam angle optimization: A computational study
- Source :
- Repositório Científico de Acesso Aberto de Portugal, Repositório Científico de Acesso Aberto de Portugal (RCAAP), instacron:RCAAP
- Publication Year :
- 2015
-
Abstract
- Electing irradiation directions to use in IMRT treatments is one of the first decisions to make in treatment planning. Beam angle optimization (BAO) is a difficult problem to tackle from the mathematical optimization point of view. It is highly non-convex, and optimization approaches based on gradient descent methods will probably get trapped in one of the many local minima. Simulated Annealing (SA) is a local search probabilistic procedure that is known to be able to deal with multimodal problems. SA for BAO was retrospectively applied to ten clinical examples of treated cases of head-and neck tumors signalized as complex cases where proper target coverage and organ sparing proved difficult to achieve. The number of directions to use was considered fixed and equal to 5 or 7. It is shown that SA can lead to solutions that significantly improve organ sparing, even considering a reduced number of angles, without jeopardizing tumor coverage.
- Subjects :
- Engineering
Mathematical optimization
business.industry
Radiotherapy Planning, Computer-Assisted
Probabilistic logic
Biophysics
General Physics and Astronomy
General Medicine
Maxima and minima
Head and Neck Neoplasms
Simulated annealing
Humans
Local search (optimization)
Point (geometry)
Radiology, Nuclear Medicine and imaging
Radiotherapy, Intensity-Modulated
business
Radiation treatment planning
Gradient descent
Metaheuristic
Algorithms
Retrospective Studies
Subjects
Details
- Language :
- Portuguese
- Database :
- OpenAIRE
- Journal :
- Repositório Científico de Acesso Aberto de Portugal, Repositório Científico de Acesso Aberto de Portugal (RCAAP), instacron:RCAAP
- Accession number :
- edsair.doi.dedup.....6d33f2eff336c1d92002faf3836356dd