Bayesian inverse modeling and source location of an unintended <sup>131</sup>I release in Europe in the fall of 2011

In the fall of 2011, iodine-131 (<sup>131</sup>I) was detected at several radionuclide monitoring stations in central Europe. After investigation, the International Atomic Energy Agency (IAEA) was informed by Hungarian authorities that <sup>131</sup>I was released from the...

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Main Authors: O. Tichý, V. Šmídl, R. Hofman, K. Šindelářová, M. Hýža, A. Stohl
Format: Article
Language:English
Published: Copernicus Publications 2017-10-01
Series:Atmospheric Chemistry and Physics
Online Access:https://www.atmos-chem-phys.net/17/12677/2017/acp-17-12677-2017.pdf
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spelling doaj-6492ed807a2b45cc8fce75cda15090992020-11-24T23:56:18ZengCopernicus PublicationsAtmospheric Chemistry and Physics1680-73161680-73242017-10-0117126771269610.5194/acp-17-12677-2017Bayesian inverse modeling and source location of an unintended <sup>131</sup>I release in Europe in the fall of 2011O. Tichý0V. Šmídl1R. Hofman2K. Šindelářová3M. Hýža4A. Stohl5Institute of Information Theory and Automation, Czech Academy of Sciences, Prague, Czech RepublicInstitute of Information Theory and Automation, Czech Academy of Sciences, Prague, Czech RepublicInstitute of Information Theory and Automation, Czech Academy of Sciences, Prague, Czech RepublicInstitute of Information Theory and Automation, Czech Academy of Sciences, Prague, Czech RepublicNational Radiation Protection Institute, Prague, Czech RepublicNILU, Norwegian Institute for Air Research, Kjeller, NorwayIn the fall of 2011, iodine-131 (<sup>131</sup>I) was detected at several radionuclide monitoring stations in central Europe. After investigation, the International Atomic Energy Agency (IAEA) was informed by Hungarian authorities that <sup>131</sup>I was released from the Institute of Isotopes Ltd. in Budapest, Hungary. It was reported that a total activity of 342 GBq of <sup>131</sup>I was emitted between 8 September and 16 November 2011. In this study, we use the ambient concentration measurements of <sup>131</sup>I to determine the location of the release as well as its magnitude and temporal variation. As the location of the release and an estimate of the source strength became eventually known, this accident represents a realistic test case for inversion models. For our source reconstruction, we use no prior knowledge. Instead, we estimate the source location and emission variation using only the available <sup>131</sup>I measurements. Subsequently, we use the partial information about the source term available from the Hungarian authorities for validation of our results. For the source determination, we first perform backward runs of atmospheric transport models and obtain source-receptor sensitivity (SRS) matrices for each grid cell of our study domain. We use two dispersion models, FLEXPART and Hysplit, driven with meteorological analysis data from the global forecast system (GFS) and from European Centre for Medium-range Weather Forecasts (ECMWF) weather forecast models. Second, we use a recently developed inverse method, least-squares with adaptive prior covariance (LS-APC), to determine the <sup>131</sup>I emissions and their temporal variation from the measurements and computed SRS matrices. For each grid cell of our simulation domain, we evaluate the probability that the release was generated in that cell using Bayesian model selection. The model selection procedure also provides information about the most suitable dispersion model for the source term reconstruction. Third, we select the most probable location of the release with its associated source term and perform a forward model simulation to study the consequences of the iodine release. Results of these procedures are compared with the known release location and reported information about its time variation. We find that our algorithm could successfully locate the actual release site. The estimated release period is also in agreement with the values reported by IAEA and the reported total released activity of 342 GBq is within the 99 % confidence interval of the posterior distribution of our most likely model.https://www.atmos-chem-phys.net/17/12677/2017/acp-17-12677-2017.pdf
collection DOAJ
language English
format Article
sources DOAJ
author O. Tichý
V. Šmídl
R. Hofman
K. Šindelářová
M. Hýža
A. Stohl
spellingShingle O. Tichý
V. Šmídl
R. Hofman
K. Šindelářová
M. Hýža
A. Stohl
Bayesian inverse modeling and source location of an unintended <sup>131</sup>I release in Europe in the fall of 2011
Atmospheric Chemistry and Physics
author_facet O. Tichý
V. Šmídl
R. Hofman
K. Šindelářová
M. Hýža
A. Stohl
author_sort O. Tichý
title Bayesian inverse modeling and source location of an unintended <sup>131</sup>I release in Europe in the fall of 2011
title_short Bayesian inverse modeling and source location of an unintended <sup>131</sup>I release in Europe in the fall of 2011
title_full Bayesian inverse modeling and source location of an unintended <sup>131</sup>I release in Europe in the fall of 2011
title_fullStr Bayesian inverse modeling and source location of an unintended <sup>131</sup>I release in Europe in the fall of 2011
title_full_unstemmed Bayesian inverse modeling and source location of an unintended <sup>131</sup>I release in Europe in the fall of 2011
title_sort bayesian inverse modeling and source location of an unintended <sup>131</sup>i release in europe in the fall of 2011
publisher Copernicus Publications
series Atmospheric Chemistry and Physics
issn 1680-7316
1680-7324
publishDate 2017-10-01
description In the fall of 2011, iodine-131 (<sup>131</sup>I) was detected at several radionuclide monitoring stations in central Europe. After investigation, the International Atomic Energy Agency (IAEA) was informed by Hungarian authorities that <sup>131</sup>I was released from the Institute of Isotopes Ltd. in Budapest, Hungary. It was reported that a total activity of 342 GBq of <sup>131</sup>I was emitted between 8 September and 16 November 2011. In this study, we use the ambient concentration measurements of <sup>131</sup>I to determine the location of the release as well as its magnitude and temporal variation. As the location of the release and an estimate of the source strength became eventually known, this accident represents a realistic test case for inversion models. For our source reconstruction, we use no prior knowledge. Instead, we estimate the source location and emission variation using only the available <sup>131</sup>I measurements. Subsequently, we use the partial information about the source term available from the Hungarian authorities for validation of our results. For the source determination, we first perform backward runs of atmospheric transport models and obtain source-receptor sensitivity (SRS) matrices for each grid cell of our study domain. We use two dispersion models, FLEXPART and Hysplit, driven with meteorological analysis data from the global forecast system (GFS) and from European Centre for Medium-range Weather Forecasts (ECMWF) weather forecast models. Second, we use a recently developed inverse method, least-squares with adaptive prior covariance (LS-APC), to determine the <sup>131</sup>I emissions and their temporal variation from the measurements and computed SRS matrices. For each grid cell of our simulation domain, we evaluate the probability that the release was generated in that cell using Bayesian model selection. The model selection procedure also provides information about the most suitable dispersion model for the source term reconstruction. Third, we select the most probable location of the release with its associated source term and perform a forward model simulation to study the consequences of the iodine release. Results of these procedures are compared with the known release location and reported information about its time variation. We find that our algorithm could successfully locate the actual release site. The estimated release period is also in agreement with the values reported by IAEA and the reported total released activity of 342 GBq is within the 99 % confidence interval of the posterior distribution of our most likely model.
url https://www.atmos-chem-phys.net/17/12677/2017/acp-17-12677-2017.pdf
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