Studies on unfolding energy spectra of neutrons using maximum-likelihood expectation–maximization method

被引:0
|
作者
Mehrdad Shahmohammadi Beni
D. Krstic
D. Nikezic
K. N. Yu
机构
[1] City University of Hong Kong,Department of Physics
[2] University of Kragujevac,Faculty of Science
[3] City University of Hong Kong,State Key Laboratory of Marine Pollution
来源
关键词
Neutron spectrometry; Maximum-likelihood expectation–maximization; Nested neutron spectrometer;
D O I
暂无
中图分类号
学科分类号
摘要
Energy spectra of neutrons are important for identification of unknown neutron sources and for determination of the equivalent dose. Although standard energy spectra of neutrons are available in some situations, e.g., for some radiotherapy treatment machines, they are unknown in other cases, e.g., for photoneutrons created in radiotherapy rooms and neutrons generated in nuclear reactors. In situations where neutron energy spectra need to be determined, unfolding the required neutron energy spectra using the Bonner sphere spectrometer (BSS) and nested neutron spectrometer (NNS) has been found promising. However, without any prior knowledge on the spectra, the unfolding process has remained a tedious task. In this work, a standalone numerical tool named “NRUunfold” was developed which could satisfactorily unfold neutron spectra for BSS or NNS, or any other systems using similar detection methodology. A generic and versatile algorithm based on maximum-likelihood expectation–maximization method was developed and benchmarked against the widely used STAY’SL algorithm which was based on the least squares method. The present method could output decent results in the absence of precisely calculated initial guess, although it was also remarked that employment of exceptionally bizarre initial spectra could lead to some unreasonable output spectra. The neutron count rates computed using the manufacturer’s response functions were used for sensitivity studies. The present NRUunfold code could be useful for neutron energy spectrum unfolding for BSS or NNS applications in the absence of a precisely calculated initial guess.
引用
收藏
相关论文
共 50 条
  • [1] Studies on unfolding energy spectra of neutrons using maximum-likelihood expectation-maximization method
    Beni, Mehrdad Shahmohammadi
    Krstic, D.
    Nikezic, D.
    Yu, K. N.
    [J]. NUCLEAR SCIENCE AND TECHNIQUES, 2019, 30 (09)
  • [2] Studies on unfolding energy spectra of neutrons using maximumlikelihood expectation–maximization method
    Mehrdad Shahmohammadi Beni
    D.Krstic
    D.Nikezic
    K.N.Yu
    [J]. Nuclear Science and Techniques, 2019, 30 (09) : 71 - 80
  • [3] SCATTER COMPENSATION FOR DIGITAL CHEST RADIOGRAPHY USING MAXIMUM-LIKELIHOOD EXPECTATION MAXIMIZATION
    FLOYD, CE
    BAYDUSH, AH
    LO, JY
    BOWSHER, JE
    RAVIN, CE
    [J]. INVESTIGATIVE RADIOLOGY, 1993, 28 (05) : 427 - 433
  • [4] NEUTRON-SPECTRA UNFOLDING WITH MAXIMUM-ENTROPY AND MAXIMUM-LIKELIHOOD
    ITOH, S
    TSUNODA, T
    [J]. JOURNAL OF NUCLEAR SCIENCE AND TECHNOLOGY, 1989, 26 (09) : 833 - 843
  • [5] APPLICATION OF THE FOREST SHIELDING FACTOR TO THE MAXIMUM-LIKELIHOOD EXPECTATION MAXIMIZATION METHOD FOR AIRBORNE RADIATION MONITORING
    Sasaki, M.
    Sanada, Y.
    Yamamoto, A.
    [J]. RADIATION PROTECTION DOSIMETRY, 2019, 184 (3-4) : 400 - 404
  • [6] A FUNDAMENTAL-STUDY OF NEUTRON-SPECTRA UNFOLDING BASED ON THE MAXIMUM-LIKELIHOOD METHOD
    ITOH, S
    [J]. NUCLEAR INSTRUMENTS & METHODS IN PHYSICS RESEARCH SECTION A-ACCELERATORS SPECTROMETERS DETECTORS AND ASSOCIATED EQUIPMENT, 1986, 251 (01): : 144 - 155
  • [7] Temperature distribution imaging using ultrasonic CT by maximum-likelihood expectation-maximization algorithm
    Li, Bingqing
    Zhao, Zijian
    Chang, Faliang
    [J]. SIXTH INTERNATIONAL CONFERENCE ON ELECTRONICS AND INFORMATION ENGINEERING, 2015, 9794
  • [8] Maximum-likelihood expectation-maximization algorithm for improved clinical SPECT scintimammography
    Krol, A
    Feiglin, DH
    Lee, W
    Kunniyur, VR
    Gangal, KR
    Coman, LL
    Lipson, ED
    Karczewski, DA
    Thomas, FD
    [J]. 2004 IEEE NUCLEAR SCIENCE SYMPOSIUM CONFERENCE RECORD, VOLS 1-7, 2004, : 3523 - 3526
  • [9] Maximum-Likelihood Estimation of Parameters of NHPP Software Reliability Models Using Expectation Conditional Maximization Algorithm
    Zeephongsekul, Panlop
    Jayasinghe, Chathuri L.
    Fiondella, Lance
    Nagaraju, Vidhyashree
    [J]. IEEE TRANSACTIONS ON RELIABILITY, 2016, 65 (03) : 1571 - 1583
  • [10] APPLICATION OF A MAXIMUM-LIKELIHOOD UNFOLDING METHOD TO NE-213 PULSE-HEIGHT SPECTRA
    NUMATA, S
    ABE, T
    SHIN, K
    [J]. NUCLEAR INSTRUMENTS & METHODS IN PHYSICS RESEARCH SECTION A-ACCELERATORS SPECTROMETERS DETECTORS AND ASSOCIATED EQUIPMENT, 1988, 269 (01): : 261 - 271