• DocumentCode
    1517669
  • Title

    Sequential Probability Ratio Test Using Scaled Time-Intervals for Environmental Radiation Monitoring

  • Author

    Luo, Peng ; DeVol, Timothy A. ; Sharp, Julia L.

  • Author_Institution
    Environ. Eng. & Earth Sci., Clemson Univ., Clemson, SC, USA
  • Volume
    57
  • Issue
    3
  • fYear
    2010
  • fDate
    6/1/2010 12:00:00 AM
  • Firstpage
    1556
  • Lastpage
    1562
  • Abstract
    Sequential probability ratio test (SPRT) of scaled time-interval data (time to record N radiation pulses), SPRT_scaled, was evaluated against commonly used single-interval test (SIT) and SPRT with a fixed counting interval, SPRT_fixed, on experimental and simulated data. Experimental data were acquired with a DGF-4C (XIA, Inc) system in list mode. Simulated time-interval data were obtained using Monte Carlo techniques to perform a random radiation sampling of the Poisson distribution. The three methods (SIT, SPRT_fixed and SPRT_scaled) were compared in terms of detection probability and average time to make a decision regarding the source of radiation. For both experimental and simulated data, SPRT_scaled provided similar detection probabilities as other tests, but was able to make a quicker decision with fewer pulses at relatively higher radiation levels. SPRT_scaled has a provision for varying the sampling time depending on the radiation level, which may further shorten the time needed for radiation monitoring. Parameter adjustments to the SPRT_scaled method for increased detection probability are discussed.
  • Keywords
    CAMAC; high energy physics instrumentation computing; radiation detection; radiation monitoring; radioactive sources; CAMAC module; DGF-4C system; Monte Carlo techniques; Poisson distribution; SPRT-fixed method; SPRT-scaled method; detection probability; environmental radiation monitoring; radiation source; random radiation sampling; sampling time; scaled time-intervals; sequential probability ratio test; simulated time-interval data; single-interval test method; Control charts; Environmental management; Probability; Radiation detectors; Radiation monitoring; Sampling methods; Sequential analysis; Statistical analysis; Testing; US Department of Energy; IGOR pro; Shewhart control chart; Type 1 and Type II error; time-series analysis;
  • fLanguage
    English
  • Journal_Title
    Nuclear Science, IEEE Transactions on
  • Publisher
    ieee
  • ISSN
    0018-9499
  • Type

    jour

  • DOI
    10.1109/TNS.2010.2045900
  • Filename
    5485113