Comparison of source-location algorithms for atmospheric samplers.
Paul W Eslinger1, W Steven Rosenthal1, Ramesh S Sarathi1
1Pacific Northwest National Laboratory, 902 Battelle Blvd., Richland, WA, 99354, USA.
Journal of Environmental Radioactivity
|January 18, 2024
Summary
Bayesian models for atmospheric radionuclide release source estimation offer more accurate locations and release magnitudes than deterministic models. Location accuracy improves with shorter sampling times, though dense networks can still yield poor estimates.
Area of Science:
- Atmospheric radionuclide transport modeling
- Nuclear monitoring and verification technologies
Background:
- Numerous algorithms exist for determining atmospheric radionuclide release source characteristics.
- The International Monitoring System (IMS) collects data for the Comprehensive Nuclear-Test-Ban Treaty Organization (CTBTO).
Purpose of the Study:
- Compare the performance of three source-location models for radionuclide releases.
- Evaluate model accuracy in estimating source event parameters using IMS data.
Main Methods:
- Compared a deterministic Possible Source Region (PSR) model with two Bayesian models (BAYEST and FREAR).
- Evaluated models using 100 synthetic release cases of the xenon isotope 133Xe.
- Utilized a fictitious network of 120 noble gas samplers with varying collection periods (3-24 hours).
Main Results:
- Bayesian models (BAYEST, FREAR) provided more accurate location estimates than the deterministic PSR model.
- FREAR showed slightly better location performance than BAYEST.
- Location accuracy improved with reduced sample collection times for BAYEST.
- Bayesian models estimated release magnitude, unlike the base PSR model.
- Poor location/time estimates occurred when the release point was distant from samplers, irrespective of model.
Conclusions:
- Bayesian source-location algorithms offer superior accuracy and magnitude estimation capabilities compared to the PSR approach.
- Sampling strategy, particularly collection duration, impacts estimation accuracy.
- Even dense sampling networks can produce unreliable results under specific release scenarios.
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