Landau distribution-based regularized algorithm for reconstruction of electron beam energy spectrum using depth dose distributions in targeted materials
Регуляризованный алгоритм на основе распределения Ландау для восстановления спектра энергии электронного пучка с использованием глубинных дозовых распределений в целевых материалах
2025-03-17
SCID: 54.1/xm3dsb6c
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Gaussian distributionGeant4Landau distributiondepth-dose distributionelectron beam energy spectrum reconstruction
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Abstract (AI)
Abstract Assuming the beam spectrum at the accelerator output follows a Gaussian distribution and its attenuation in air is described by a Landau distribution, the ill-posed problem of electron energy spectrum reconstruction using depth-dose distribution was reduced to finding the electron spectrum at the phantom surface as a convolution of the Landau and Gaussian distributions. The algorithm proposed in the study uses the experimentally measured depth dose distributions generated by Varian TrueBeam medical accelerator operating at 6 MeV and 9 MeV modes in water-equivalint and aluminium phantoms and reconstructs the electron spectra in targeted materials. The algorithm uses reference depth dose distributions from monoenergetic electrons calculated using Geant4 toolkit. It was found that the spectra reconstructed using experimental depth dose distributions in solid water and aluminium differ by less than 5%, and reconstructed depth dose distributions corresponding to the reconstructed spectra deviate from experimentally measured ones by no more than 5%.
Key Findings
1
Proposed a regularized algorithm that reconstructs electron spectra from experimentally measured depth-dose distributions using Varian TrueBeam 6 MeV and 9 MeV data in water-equivalent and aluminium phantoms.
2
Reconstructed depth-dose distributions corresponding to the reconstructed spectra deviate from experimental measurements by no more than 5%.
3
Reduced the ill-posed electron energy spectrum reconstruction problem to finding the electron spectrum at the phantom surface as a convolution of Landau and Gaussian distributions.
4
Spectra reconstructed from experimental depth-dose data in solid water and aluminium differ by less than 5%.
5
Used reference depth-dose distributions from monoenergetic electrons simulated with Geant4 as part of the reconstruction method.
Research Object
Electron beam energy spectrum at the phantom surface reconstructed from depth-dose distributions in targeted materials (water-equivalent and aluminium phantoms) produced by a Varian TrueBeam medical accelerator
Research Subject
Regularized reconstruction of the electron energy spectrum using a Landau-distribution-modeled air attenuation convolved with a Gaussian output spectrum, based on experimentally measured and Geant4-simulated monoenergetic reference depth-dose distributions, and assessment of reconstruction accuracy (deviations ≤5%)
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2025-03-17
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