A neutron spectrum unfolding computer code based on artificial neural networks

Abstract The Bonner Spheres Spectrometer consists of a thermal neutron sensor placed at the center of a number of moderating polyethylene spheres of different diameters. From the measured readings, information can be derived about the spectrum of the neutron field where measurements were made. Disadvantages of the Bonner system are the weight associated with each sphere and the need to sequentially irradiate the spheres, requiring long exposure periods. Provided a well-established response matrix and adequate irradiation conditions, the most delicate part of neutron spectrometry, is the unfolding process. The derivation of the spectral information is not simple because the unknown is not given directly as a result of the measurements. The drawbacks associated with traditional unfolding procedures have motivated the need of complementary approaches. Novel methods based on Artificial Intelligence, mainly Artificial Neural Networks, have been widely investigated. In this work, a neutron spectrum unfolding code based on neural nets technology is presented. This code is called Neutron Spectrometry and Dosimetry with Artificial Neural networks unfolding code that was designed in a graphical interface. The core of the code is an embedded neural network architecture previously optimized using the robust design of artificial neural networks methodology. The main features of the code are: easy to use, friendly and intuitive to the user. This code was designed for a Bonner Sphere System based on a 6LiI(Eu) neutron detector and a response matrix expressed in 60 energy bins taken from an International Atomic Energy Agency compilation. The main feature of the code is that as entrance data, for unfolding the neutron spectrum, only seven rate counts measured with seven Bonner spheres are required; simultaneously the code calculates 15 dosimetric quantities as well as the total flux for radiation protection purposes. This code generates a full report with all information of the unfolding in the HTML format. NSDann unfolding code is freely available, upon request to the authors.

[1]  S. J. Boot,et al.  The calibration of neutron instruments and dosimeters at intermediate energies , 1978 .

[2]  David J Thomas,et al.  Neutron spectrometry for radiation protection. , 2004, Radiation protection dosimetry.

[3]  M. R. Martinez-Blanco,et al.  A study using the robust design of artificial neural networks methodology in neutron spectrometry , 2013, 2016 IEEE International Conference on Industrial Technology (ICIT).

[4]  F. H. Attix Introduction to Radiological Physics and Radiation Dosimetry , 1991 .

[5]  M El Messaoudi,et al.  Performance of three different unfolding procedures connected to Bonner sphere data. , 2004, Radiation protection dosimetry.

[6]  R. Heath,et al.  Inorganic scintillators: A review of techniques and applications , 1979 .

[7]  Francisco V. Fernández,et al.  FRUIT: An operational tool for multisphere neutron spectrometry in workplaces , 2007 .

[8]  V Lacoste,et al.  Characterization of Bonner sphere systems at monoenergetic and thermal neutron fields. , 2004, Radiation protection dosimetry.

[9]  I. C. Rickard Neutron spectrometry in the energy range 1–100 keV using the 6Li sandwich spectrometer , 1970 .

[10]  T. Barnhart,et al.  Extraction of neutron spectral information from Bonner–Sphere data , 1999 .

[11]  F. D. Brooks,et al.  Neutron spectrometry-historical review and present status , 2002 .

[12]  G. Knoll Radiation detection and measurement , 1979 .

[13]  Andreas Zimbal,et al.  Bayesian and maximum entropy methods for fusion diagnostic measurements with compact neutron spectrometers. , 2008, The Review of scientific instruments.

[14]  Gad Shani,et al.  Radiation Dosimetry Instrumentation and Methods , 1991 .

[15]  David J. Thomas,et al.  Bonner sphere spectrometers—a critical review , 2002 .

[16]  N. Roberts Investigation of combined unfolding of neutron spectra using the UMG unfolding codes. , 2007, Radiation protection dosimetry.

[18]  Sean C Miller,et al.  AFITBUNKI: A Modified Iterative Code to Unfold Neutron Spectra from Bonner Sphere Detector Data , 1993 .

[19]  N. Hertel,et al.  BUMS—Bonner sphere Unfolding Made Simple: an HTML based multisphere neutron spectrometer unfolding package , 2002 .