Neudep:一个基于gpu的蒙特卡罗传输程序,耦合中子、光子、电子/正电子的全物理反应模型。

IF 1.8 4区 环境科学与生态学 Q4 ENVIRONMENTAL SCIENCES
Qu Shuiyin, Yan Shuchang, Wu Zhen, Zhou Yang, Hu Ankang, Liu Hongming, Chen Yizheng, Qiu Rui, Li Junli
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引用次数: 0

摘要

蒙特卡罗(MC)模拟被认为是计算复杂辐射场辐射剂量的金标准。然而,这些模拟通常需要大量的计算资源。基于团队现有的光子和电子/正电子GPU模块,本研究开发了中子GPU物理模块,包括弹性散射、非弹性散射、辐射捕获和裂变。这些都被集成到Neudep(基于gpu的中子-光子-电子/正电子耦合剂量估计程序)中。该程序使中子、光子和电子/正电子的耦合多粒子传输能够跨越广泛的能量范围,并结合了所有粒子相互作用的综合物理学。在中子相互作用过程中,产生光子和次级中子。这些光子经历各种物理过程:光电效应、康普顿散射和对产生,分别产生光电子、康普顿电子和反冲电子-正电子对。相关的电子相互作用包括轫致辐射、电离和多重散射。特别是轫致辐射会产生二次光子。另外,正电子湮灭导致二次光子的产生。所有这些二次粒子都存储在一个堆栈中,只有在一次中子输运过程完成后才被输运。 ;使用均匀的WaterPhantom和中国成年男性体素模型(CRAM)验证了Neudep程序的准确性和计算效率。结果表明,Neudep与参考蒙特卡罗代码的能量沉积差异小于2%,其中3 MeV中子入射能量的差异小于0.5%。在保持计算精度的同时,Neudep程序在2秒内有效地模拟了100万个中子。此外,1000万个中子通过一个复杂的人体模型的传输时间可以减少到一分钟以下。与传统的基于cpu的蒙特卡罗软件相比,Neudep可以减少78-5000倍的计算时间。该工具显示了快速和准确的剂量计算的巨大潜力。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Neudep: a GPU-based Monte Carlo transport program, coupling full physical reaction models of neutrons, photons, electrons/positrons.

Monte Carlo (MC) simulations are considered the gold standard for calculating radiation dose in complex radiation fields. However, these simulations often require substantial computational resources. Based on our team's existing graphics processing unit (GPU) modules for photons and electrons/positrons, this research developed neutron GPU physics modules including elastic scattering, inelastic scattering, radiative capture, and fission. These were integrated into the Neudep (GPU-based NEUtron-photon-electron/positron coupled Dose Estimation Program). This program enables coupled multi-particle transport of neutrons, photons, and electrons/positrons across broad energy ranges and incorporates comprehensive physics for all particle interactions. During neutron interactions, photons and secondary neutrons are produced. These photons undergo various physical processes: the photoelectric effect, Compton scattering, and pair production, generating photoelectrons, Compton electrons, and recoil electron-positron pairs, respectively. The associated electron interactions include bremsstrahlung, ionisation, and multiple scattering. Bremsstrahlung, in particular, gives rise to secondary photons. Additionally, positron annihilation results in the production of secondary photons. All these secondary particles are stored in a memory stack and are transported only after the primary neutron transport process is completed. The Neudep program was validated for accuracy and tested for computational efficiency using both a homogeneous Water Phantom and the Chinese adult male voxel model (CRAM). The results indicate that the energy deposition discrepancies between Neudep and the reference MC code are less than 2%, with neutron incident energies of 3 MeV showing deviations of less than 0.5%. Organ dose differences generally remain within 5%. While maintaining computational accuracy, the Neudep program efficiently simulates 1 million neutrons in just 2 s. Additionally, the transport time for 10 million neutrons through a complex human model can be reduced to under 1 min. Neudep can reduce computation times by 78-5000 times compared to traditional central processing unit-based MC software. This tool demonstrates tremendous potential for rapid and accurate dose calculations.

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来源期刊
Journal of Radiological Protection
Journal of Radiological Protection 环境科学-公共卫生、环境卫生与职业卫生
CiteScore
2.60
自引率
26.70%
发文量
137
审稿时长
18-36 weeks
期刊介绍: Journal of Radiological Protection publishes articles on all aspects of radiological protection, including non-ionising as well as ionising radiations. Fields of interest range from research, development and theory to operational matters, education and training. The very wide spectrum of its topics includes: dosimetry, instrument development, specialized measuring techniques, epidemiology, biological effects (in vivo and in vitro) and risk and environmental impact assessments. The journal encourages publication of data and code as well as results.
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