Publication | Closed Access
Physics-Based Detection of Radioactive Contraband: A Sequential Bayesian Approach
33
Citations
22
References
2009
Year
Bayesian StatisticEngineeringNuclear PhysicsNuclear ContrabandBayesian InferenceInterarrival TimesUncertainty QuantificationStatisticsBayesian Hierarchical ModelingAccurate DetectionRadiation DetectionMonte CarloNuclear SecurityNeutron SourceComputer EngineeringCosmic RayProbability TheoryComputer ScienceRadioactive ContrabandSequential Monte CarloSignal Processing
The timely and accurate detection of nuclear contraband is an extremely important problem of national security. The development of a prototype sequential Bayesian processor that incorporates the underlying physics of ¿-ray emissions and the measurement of photon energies and their interarrival times that offers a physics-based approach to attack this challenging problem is described. A basic radionuclide representation in terms of its ¿-ray energies along with photon interarrival times is used to extract the physics information available from the uncertain measurements. It is shown that not only does this approach lead to a physics-based structure that can be used to develop an effective threat detection technique, but also motivates the implementation of this approach using advanced sequential Monte Carlo processors or particle filters to extract the required information. The resulting processor is applied to experimental data to demonstrate its feasibility.
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