Spectral reconstruction of kilovoltage photon beams using generalized simulated annealing

IF 0.6 Q3 MULTIDISCIPLINARY SCIENCES Uniciencia Pub Date : 2022-01-31 DOI:10.15359/ru.36-1.15
Jorge Homero Wilches-Visbal, Danny Giancarlo Apaza-Veliz, P. Nicolucci
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Abstract

To unfold the energy spectrum of two kilovoltage (kV) X-ray beams from transmission curves through a mathematical methodology based on Laplace transform and the generalized simulated annealing algorithm. Energy spectra of photon beams and transmission data were associated by means of a mathematical expression derived from the analytical solution of Laplace transform. Transmission data was calculated by relating the air kerma of the attenuated beams, passing through aluminium plates of different thickness, to that of the non-attenuated beam. Generalized simulated annealing function, developed in an early work, was employed to find the parameters of the expression and so determine the spectra. Validation of the methodology was done by the comparison of the half-value layers obtained from transmission curves and the spectra. The mean square percentage error between transmission data and fitting curve of each spectrum defined from the parameters found was lower than 1% indicating a good adjustment. The same error was observed when the first half-value layer (HVL) from the transmission curves and those of each reconstructed spectrum were compared. Calculation time of parameters was 5 sec for 80 kV and 14 sec for 120 kV. In no case, non-realistic solution of energy spectra was obtained. These results were better than an early work where least-squares were used. The reconstruction methodology based on generalized simulated annealing employed in this manuscript can efficiently derive the spectra of two X-ray beams with comparable accuracy to previous work. A limitation is that validation was not done by comparing data with the equipment’s spectra.
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千伏光子束的广义模拟退火谱重建
通过基于拉普拉斯变换和广义模拟退火算法的数学方法,从透射曲线展开两个千伏(kV)X射线束的能谱。利用拉普拉斯变换解析解导出的数学表达式,将光子束的能谱与透射数据相关联。透射数据是通过将穿过不同厚度铝板的衰减光束的空气kerma与未衰减光束的气动kerma相关联来计算的。早期工作中开发的广义模拟退火函数被用来寻找表达式的参数,从而确定光谱。通过比较从透射曲线和光谱中获得的半值层来验证该方法。根据发现的参数定义的每个频谱的传输数据和拟合曲线之间的均方百分比误差低于1%,表明调整良好。当比较来自透射曲线的前半值层(HVL)和每个重建光谱的前半值层时,观察到相同的误差。对于80 kV和120 kV,参数的计算时间分别为5秒和14秒。在任何情况下,都无法获得不真实的能谱解。这些结果比早期使用最小二乘法的工作要好。本文采用的基于广义模拟退火的重建方法可以有效地导出两个X射线束的光谱,其精度与以前的工作相当。一个限制是没有通过将数据与设备的光谱进行比较来进行验证。
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来源期刊
Uniciencia
Uniciencia MULTIDISCIPLINARY SCIENCES-
CiteScore
1.60
自引率
12.50%
发文量
49
审稿时长
40 weeks
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