一种基于神经网络技术的新型计算机工具,应用于中子光谱和剂量学研究领域

M.-B. Rosario, O.-R.J. Manuel, V.-C.H. Rene
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引用次数: 7

摘要

在中子光谱和剂量学研究领域,利用蒙特卡罗、参数化和迭代法等经典方法的邦纳球光谱系统,存在重量大、耗时长、需要使用展开法、光谱分辨率低、需要使用中子通量-剂量转换系数计算等效剂量等缺点。上述每一个困难都促使了互补程序的发展,如最大熵、遗传算法和人工神经网络。利用神经网络展开中子能谱并根据BSS系统测量的计数率计算等效剂量已成为一种替代方法,并已获得成功应用,但目前还没有基于神经网络技术的计算机工具来展开中子能谱和计算等效剂量。在这项工作中,提出了一个定制的前端用户界面软件应用程序,称为基于人工神经网络(NSDANN)的中子能谱和剂量测定,该软件基于人工神经网络技术,能够在几秒钟内展开中子能谱并同时计算13个等效剂量,仅使用BBS系统的计数率。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
A New Computer Tool Based on ANN Technology, Applied in Neutron Spectrometry and Dosimetry Research Areas
In the neutron spectrometry and dosimetry research areas by means of the Bonner spheres spectrometric system utilizing classical approaches, such as Montecarlo, parametrization and iterative procedures, the weight, time consuming procedure, the need to use an unfolding procedure, the low resolution spectrum, and the need to use the neutron fluence-to-dose conversion coefficients for calculating the equivalent doses are some drawbacks which these approaches offer. Each of the mentioned difficulties has motivated the development of complementary procedures such as maximum entropy, genetic algorithms and artificial neural networks. The use of neural networks to unfold neutron spectra and to calculate equivalent doses from the count rates measured with BSS system has become in an alternative procedure, which has been applied with success, however, it is observed that doesn't exist computer tools based on ANN technology to unfold neutron spectra and to calculate equivalent doses. In this work a customized front end user interface software application, called Neutron Spectrometry and Dosimetry by means of Artificial Neural Networks (NSDANN) based on ANN technology, is presented, which is capable to unfold neutron spectra and to simultaneously calculate 13 equivalent doses, by using only the count rates of a BBS system, in just a few seconds.
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