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A column generation heuristic for VMAT planning with adaptive CVaR constraints.
Dursun, Pinar; Taskin, Z Caner; Altinel, I Kuban; Bilge, Hatice; Kesen, Nazmiye Dönmez; Okutan, Murat; Oral, Ethem Nezih.
Afiliação
  • Dursun P; Department of Industrial Engineering, Bogaziçi University, 34342, Bebek, Istanbul, Turkey.
Phys Med Biol ; 64(20): 205024, 2019 10 21.
Article em En | MEDLINE | ID: mdl-31484171
In this study we develop an efficient computational procedure that generates medically acceptable treatment plans for volumetric modulated arc therapy with constant gantry speed. Our proposed method is a column generation heuristic based on a mixed integer linear programming model, where the objective function contains minimization of total monitor unit of the treatment plan and dose-volume requirements are included as conditional value-at-risk constraints. Our heuristic generates a full treatment arc for the restricted master problem and calibrates the right hand side parameters of the conditional value-at-risk constraints in the first phase. In the second phase, this initial solution is improved by performing column generation. This is a fully automated procedure and produces treatment plans in a single call without any human intervention. We evaluate its performance on real prostate cancer data by comparing the quality of the generated plans with those obtained by a widely used commercial treatment planning system. Our analysis shows that the results are promising, and the generated plans satisfy the prescription restrictions and require [Formula: see text] fewer monitor units on average compared to the ones obtained using Eclipse.
Assuntos

Texto completo: 1 Base de dados: MEDLINE Assunto principal: Neoplasias da Próstata / Planejamento da Radioterapia Assistida por Computador / Radioterapia de Intensidade Modulada / Heurística Idioma: En Ano de publicação: 2019 Tipo de documento: Article

Texto completo: 1 Base de dados: MEDLINE Assunto principal: Neoplasias da Próstata / Planejamento da Radioterapia Assistida por Computador / Radioterapia de Intensidade Modulada / Heurística Idioma: En Ano de publicação: 2019 Tipo de documento: Article