November 2, 2011
Conference Paper

A Bayesian Method for Identifying Contaminated Detectors in Low-Level Alpha Spectrometers

Abstract

Analyses used for radiobioassay and other radiochemical tests are normally designed to meet specified quality objectives, such relative bias, precision, and minimum detectable activity (MDA). In the case of radiobioassay analyses for alpha emitting radionuclides, a major determiner of the process MDA is the instrument background. Alpha spectrometry detectors are often restricted to only a few counts over multi-day periods in order to meet required MDAs for nuclides such as plutonium-239 and americium-241. A detector background criterion is often set empirically based on experience, or frequentist or classical statistics are applied to the calculated background count necessary to meet a required MDA. An acceptance criterion for the detector background is set at the multiple of the estimated background standard deviation above the assumed mean that provides an acceptably small probability of observation if the mean and standard deviation estimate are correct. The major problem with this method is that the observed background counts used to estimate the mean, and thereby the standard deviation when a Poisson distribution is assumed, are often in the range of zero to three counts. At those expected count levels it is impossible to obtain a good estimate of the true mean from a single measurement. As an alternative, Bayesian statistical methods allow calculation of the expected detector background count distribution based on historical counts from new, uncontaminated detectors. This distribution can then be used to identify detectors showing an increased probability of contamination. The effect of varying the assumed range of background counts (i.e., the prior probability distribution) from new, uncontaminated detectors will be is discussed.

Revised: September 8, 2013 | Published: November 2, 2011

Citation

Maclellan J.A., D.J. Strom, and K.E. Joyce. 2011. A Bayesian Method for Identifying Contaminated Detectors in Low-Level Alpha Spectrometers. In The 56th Annual Meeting of the Health Physics Society, June 26-30, 2011, West Palm Beach, Forida. Mclean, Virginia:Health Physics Society. PNNL-SA-82811.