A coarse mesh transport method for photons and electrons in 3-D
A hybrid stochastic-deterministic method, COMET-PE, is developed for dose calculation in radiotherapy. Fast, accurate dose calculation is a key component of successful radiotherapy treatment. To calculate dose, COMET-PE solves the coupled Boltzmann Transport Equations for photons and electrons. The...
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Georgia Institute of Technology
2014
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ndltd-GATECH-oai-smartech.gatech.edu-1853-519282016-06-16T03:32:25ZA coarse mesh transport method for photons and electrons in 3-DHayward, Robert M.Monte CarloTreatment planningTransport theoryRadiotherapyRadiation DosageMonte Carlo methodMedical physicsA hybrid stochastic-deterministic method, COMET-PE, is developed for dose calculation in radiotherapy. Fast, accurate dose calculation is a key component of successful radiotherapy treatment. To calculate dose, COMET-PE solves the coupled Boltzmann Transport Equations for photons and electrons. The method uses a deterministic iteration to compose response functions that are pre-computed using Monte Carlo. Thus, COMET-PE takes advantage of Monte Carlo physics without incurring the computational costs typically required for statistical convergence. This work extends the method to 3-D problems with realistic source distributions. Additionally, the performance of the deterministic solver is improved, taking advantage of both shared-memory and distributed-memory parallelism to enhance efficiency. To verify the method’s accuracy, it is compared with the DOSXYZnrc (Monte Carlo) method using three different benchmark problems: a heterogeneous slab phantom, a water phantom, and a CT-based lung phantom. For the slab phantom, all errors are less than 1.5% of the maximum dose or less than 3% of local dose. For both the water phantom and the lung phantom, over 97% of voxels receiving greater than 10% of the maximum dose pass a 2% (relative error) / 2 mm (distance-to-agreement) test. Timing comparisons show that COMET-PE is roughly 10-30 times faster than DOSXYZnrc. Thus, the new method provides a fast, accurate alternative to Monte Carlo for dose calculation in radiotherapy treatment planning.Georgia Institute of TechnologyRahnema, Farzad2014-05-28T21:02:12Z2014-05-28T21:02:12Z2013-04-09Dissertationhttp://hdl.handle.net/1853/51928en_US |
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Monte Carlo Treatment planning Transport theory Radiotherapy Radiation Dosage Monte Carlo method Medical physics |
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Monte Carlo Treatment planning Transport theory Radiotherapy Radiation Dosage Monte Carlo method Medical physics Hayward, Robert M. A coarse mesh transport method for photons and electrons in 3-D |
description |
A hybrid stochastic-deterministic method, COMET-PE, is developed for dose calculation in radiotherapy. Fast, accurate dose calculation is a key component of successful radiotherapy treatment. To calculate dose, COMET-PE solves the coupled Boltzmann Transport Equations for photons and electrons. The method uses a deterministic iteration to compose response functions that are pre-computed using Monte Carlo. Thus, COMET-PE takes advantage of Monte Carlo physics without incurring the computational costs typically required for statistical convergence. This work extends the method to 3-D problems with realistic source distributions. Additionally, the performance of the deterministic solver is improved, taking advantage of both shared-memory and distributed-memory parallelism to enhance efficiency. To verify the method’s accuracy, it is compared with the DOSXYZnrc (Monte Carlo) method using three different benchmark problems: a heterogeneous slab phantom, a water phantom, and a CT-based lung phantom. For the slab phantom, all errors are less than 1.5% of the maximum dose or less than 3% of local dose. For both the water phantom and the lung phantom, over 97% of voxels receiving greater than 10% of the maximum dose pass a 2% (relative error) / 2 mm (distance-to-agreement) test. Timing comparisons show that COMET-PE is roughly 10-30 times faster than DOSXYZnrc. Thus, the new method provides a fast, accurate alternative to Monte Carlo for dose calculation in radiotherapy treatment planning. |
author2 |
Rahnema, Farzad |
author_facet |
Rahnema, Farzad Hayward, Robert M. |
author |
Hayward, Robert M. |
author_sort |
Hayward, Robert M. |
title |
A coarse mesh transport method for photons and electrons in 3-D |
title_short |
A coarse mesh transport method for photons and electrons in 3-D |
title_full |
A coarse mesh transport method for photons and electrons in 3-D |
title_fullStr |
A coarse mesh transport method for photons and electrons in 3-D |
title_full_unstemmed |
A coarse mesh transport method for photons and electrons in 3-D |
title_sort |
coarse mesh transport method for photons and electrons in 3-d |
publisher |
Georgia Institute of Technology |
publishDate |
2014 |
url |
http://hdl.handle.net/1853/51928 |
work_keys_str_mv |
AT haywardrobertm acoarsemeshtransportmethodforphotonsandelectronsin3d AT haywardrobertm coarsemeshtransportmethodforphotonsandelectronsin3d |
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1718306390737420288 |