NUCLEAR TECHNIQUES, Volume. 46, Issue 9, 090202(2023)

Fast localization of radiation sources based on Support Vector Machine

Xian GUAN1, Xing WEI1, Zikun LI1,2, Haijun FAN1, Jipeng ZHANG1, and Tao SUN1、*
Author Affiliations
  • 1State Key Laboratory of NBC Protection for Civilian, Beijing 102205, China
  • 2Nuclear Technology Key Laboratory of Earth Science in Sichuan, Chengdu University of Technology, Chengdu 610059, China
  • show less
    Figures & Tables(20)
    Structure diagram of array NaI (Tl) detector device for radiation source location
    Diagram of Monte Caro simulation model with parallel beam γ-ray
    Collision distribution of particles in array detector (a) θ = 60°,(b) θ = 210°
    Distribution curves of MC simulation gross counts with γ-ray incidence angles
    Physical photos of array NaI(Tl) detector radiation source location device (a) Array NaI(Tl) detector, (b) Array rotation platform
    Physical diagram of linear orbits (a) Orbits, (b) Radioactive source bracket platform
    Diagram of radioactive angle response experiment
    Experiment results of radioactive angle response
    Proportions of gross count from energy spectra of radioactive angle response experiment
    Diagram of radioactive location response experiment
    Results of location response experiment (a) S=1 m, (b) S=2 m, (c) S=3 m, (d) S=4 m, (e) S=5 m
    Predicted mean angle deviation of location response experiment
    Results of relative height response experiment(a) Relative height 0.3 m, (b) Relative height 0.4 m, (c) Relative height 0.5 m, (d) Relative height 0.6 m
    Predicted mean angle deviation of relative height response experiment
    Predicted mean angle deviation with various energy γ-ray
    Varition of mean localization deviation with the primary γ-ray intensity
    Minimum localizable intensity of radiation source
    • Table 1. Angle predictions of MC simulation radioactive source

      View table
      View in Article

      Table 1. Angle predictions of MC simulation radioactive source

      实际角度 Actual angle / (°)预测角度Predicted angle / (°)绝对偏差Absolute deviation / (°)
      190189.410.59
      200199.110.89
      210209.540.46
      220219.910.09
      230229.630.37
      240239.730.27
      250249.830.17
      260259.630.37
      270269.990.01
      280279.730.27
      290289.740.26
      300299.720.28
      310309.780.22
      320319.730.27
      330329.540.46
      340339.250.75
      350349.480.52
      360362.532.53
    • Table 2. Prediction of angle response experiment results

      View table
      View in Article

      Table 2. Prediction of angle response experiment results

      实际角度Actual angle / (°)预测角度Predicted angle / (°)绝对偏差Absolute deviation / (°)实际角度Actual angle / (°)预测角度Predicted angle / (°)绝对偏差Absolute deviation / (°)
      190185.404.60280282.502.50
      200195.324.68290291.941.94
      210205.174.83300300.180.18
      220216.043.96310310.250.25
      230225.414.59320320.460.46
      240234.055.95330329.500.50
      250246.483.52340339.060.94
      260257.522.48350345.074.93
      270265.894.11360353.506.50
    • Table 3. Results of relative height response experiment

      View table
      View in Article

      Table 3. Results of relative height response experiment

      相对高度Relative height / m各测量点探测器全谱计数之和 Sum of the full spectrum counts of each measurement point detector
      1号 No.12号 No.23号 No.34号 No.4总和 Total
      0.314 710 83627 439 60827 838 79513 933 09083 922 329
      0.414 710 83627 439 60827 838 79513 933 09083 922 329
      0.514 765 71727 702 87928 117 65514 117 33784 703 588
      0.614 770 56227 758 67228 226 40714 131 30484 886 945
    Tools

    Get Citation

    Copy Citation Text

    Xian GUAN, Xing WEI, Zikun LI, Haijun FAN, Jipeng ZHANG, Tao SUN. Fast localization of radiation sources based on Support Vector Machine[J]. NUCLEAR TECHNIQUES, 2023, 46(9): 090202

    Download Citation

    EndNote(RIS)BibTexPlain Text
    Save article for my favorites
    Paper Information

    Category: Research Articles

    Received: Dec. 23, 2022

    Accepted: --

    Published Online: Oct. 8, 2023

    The Author Email:

    DOI:10.11889/j.0253-3219.2023.hjs.46.090202

    Topics