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Comparison of Combinatorial and Continuous Frameworks for the Beam Angle Optimization Problem in IMRT

Bibliographic Details
Main Author: Rocha, Humberto
Publication Date: 2018
Other Authors: Dias, Joana, Ventura, Tiago, Ferreira, Brígida, Lopes, Maria do Carmo
Language: eng
Source: Repositórios Científicos de Acesso Aberto de Portugal (RCAAP)
Download full: https://hdl.handle.net/10316/80771
https://doi.org/10.1007/978-3-319-95165-2_42
Summary: Radiation therapy (RT) is used nowadays for the majority of cancer patients. A technologically advanced type of RT is IMRT { intensity-modulated radiation therapy. With this RT modality the cancerous cells of the patient can be irradiated using non-uniform radiation maps delivered from di erent beam directions. Although non-uniform radiation maps allow, by themselves, an enhanced sparing of the neighboring healthy organs while properly irradiating the tumor with the prescribed dose, selection of appropriate irradiation directions play a decisive role on these con icting tasks: deliver dose to the tumor while preventing (too much) dose to be deposited in the surrounding tissues. This paper focus on the problem of choosing the best set of irradiation directions, known as beam angle optimization (BAO) problem. Two completely di erent mathematical formulations of this problem can be found in the literature. A combinatorial formulation, widely used and addressed by many di erent algorithms and strategies, and a continuous formulation proposed by the authors and addressed by derivative-free algorithms. In this paper, a comparison of two of the most successful strategies to address each one of these formulations is done resorting to a set of ten clinical nasopharyngeal tumor cases already treated at the Portuguese Institute of Oncology of Coimbra.
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spelling Comparison of Combinatorial and Continuous Frameworks for the Beam Angle Optimization Problem in IMRTIMRT, Beam Angle Optimization, Combinatorial Optimization, Derivative-free OptimizationRadiation therapy (RT) is used nowadays for the majority of cancer patients. A technologically advanced type of RT is IMRT { intensity-modulated radiation therapy. With this RT modality the cancerous cells of the patient can be irradiated using non-uniform radiation maps delivered from di erent beam directions. Although non-uniform radiation maps allow, by themselves, an enhanced sparing of the neighboring healthy organs while properly irradiating the tumor with the prescribed dose, selection of appropriate irradiation directions play a decisive role on these con icting tasks: deliver dose to the tumor while preventing (too much) dose to be deposited in the surrounding tissues. This paper focus on the problem of choosing the best set of irradiation directions, known as beam angle optimization (BAO) problem. Two completely di erent mathematical formulations of this problem can be found in the literature. A combinatorial formulation, widely used and addressed by many di erent algorithms and strategies, and a continuous formulation proposed by the authors and addressed by derivative-free algorithms. In this paper, a comparison of two of the most successful strategies to address each one of these formulations is done resorting to a set of ten clinical nasopharyngeal tumor cases already treated at the Portuguese Institute of Oncology of Coimbra.Springer2018book partinfo:eu-repo/semantics/publishedVersionhttps://hdl.handle.net/10316/80771https://hdl.handle.net/10316/80771https://doi.org/10.1007/978-3-319-95165-2_42eng978-3-319-95164-5978-3-319-95165-2https://link.springer.com/chapter/10.1007/978-3-319-95165-2_42Rocha, HumbertoDias, JoanaVentura, TiagoFerreira, BrígidaLopes, Maria do Carmoinfo:eu-repo/semantics/openAccessreponame:Repositórios Científicos de Acesso Aberto de Portugal (RCAAP)instname:FCCN, serviços digitais da FCT – Fundação para a Ciência e a Tecnologiainstacron:RCAAP2021-08-24T10:08:18Zoai:estudogeral.uc.pt:10316/80771Portal AgregadorONGhttps://www.rcaap.pt/oai/openaireinfo@rcaap.ptopendoar:https://opendoar.ac.uk/repository/71602025-05-29T05:26:39.827201Repositórios Científicos de Acesso Aberto de Portugal (RCAAP) - FCCN, serviços digitais da FCT – Fundação para a Ciência e a Tecnologiafalse
dc.title.none.fl_str_mv Comparison of Combinatorial and Continuous Frameworks for the Beam Angle Optimization Problem in IMRT
title Comparison of Combinatorial and Continuous Frameworks for the Beam Angle Optimization Problem in IMRT
spellingShingle Comparison of Combinatorial and Continuous Frameworks for the Beam Angle Optimization Problem in IMRT
Rocha, Humberto
IMRT, Beam Angle Optimization, Combinatorial Optimization, Derivative-free Optimization
title_short Comparison of Combinatorial and Continuous Frameworks for the Beam Angle Optimization Problem in IMRT
title_full Comparison of Combinatorial and Continuous Frameworks for the Beam Angle Optimization Problem in IMRT
title_fullStr Comparison of Combinatorial and Continuous Frameworks for the Beam Angle Optimization Problem in IMRT
title_full_unstemmed Comparison of Combinatorial and Continuous Frameworks for the Beam Angle Optimization Problem in IMRT
title_sort Comparison of Combinatorial and Continuous Frameworks for the Beam Angle Optimization Problem in IMRT
author Rocha, Humberto
author_facet Rocha, Humberto
Dias, Joana
Ventura, Tiago
Ferreira, Brígida
Lopes, Maria do Carmo
author_role author
author2 Dias, Joana
Ventura, Tiago
Ferreira, Brígida
Lopes, Maria do Carmo
author2_role author
author
author
author
dc.contributor.author.fl_str_mv Rocha, Humberto
Dias, Joana
Ventura, Tiago
Ferreira, Brígida
Lopes, Maria do Carmo
dc.subject.por.fl_str_mv IMRT, Beam Angle Optimization, Combinatorial Optimization, Derivative-free Optimization
topic IMRT, Beam Angle Optimization, Combinatorial Optimization, Derivative-free Optimization
description Radiation therapy (RT) is used nowadays for the majority of cancer patients. A technologically advanced type of RT is IMRT { intensity-modulated radiation therapy. With this RT modality the cancerous cells of the patient can be irradiated using non-uniform radiation maps delivered from di erent beam directions. Although non-uniform radiation maps allow, by themselves, an enhanced sparing of the neighboring healthy organs while properly irradiating the tumor with the prescribed dose, selection of appropriate irradiation directions play a decisive role on these con icting tasks: deliver dose to the tumor while preventing (too much) dose to be deposited in the surrounding tissues. This paper focus on the problem of choosing the best set of irradiation directions, known as beam angle optimization (BAO) problem. Two completely di erent mathematical formulations of this problem can be found in the literature. A combinatorial formulation, widely used and addressed by many di erent algorithms and strategies, and a continuous formulation proposed by the authors and addressed by derivative-free algorithms. In this paper, a comparison of two of the most successful strategies to address each one of these formulations is done resorting to a set of ten clinical nasopharyngeal tumor cases already treated at the Portuguese Institute of Oncology of Coimbra.
publishDate 2018
dc.date.none.fl_str_mv 2018
dc.type.driver.fl_str_mv book part
dc.type.status.fl_str_mv info:eu-repo/semantics/publishedVersion
status_str publishedVersion
dc.identifier.uri.fl_str_mv https://hdl.handle.net/10316/80771
https://hdl.handle.net/10316/80771
https://doi.org/10.1007/978-3-319-95165-2_42
url https://hdl.handle.net/10316/80771
https://doi.org/10.1007/978-3-319-95165-2_42
dc.language.iso.fl_str_mv eng
language eng
dc.relation.none.fl_str_mv 978-3-319-95164-5
978-3-319-95165-2
https://link.springer.com/chapter/10.1007/978-3-319-95165-2_42
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dc.publisher.none.fl_str_mv Springer
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instname:FCCN, serviços digitais da FCT – Fundação para a Ciência e a Tecnologia
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