Journal of environmental radioactivity最新文献

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GATE MARIM DB, a Monte Carlo database for dose assessment of microorganisms exposed to natural α-radioactivity
IF 1.9 3区 环境科学与生态学
Journal of environmental radioactivity Pub Date : 2025-02-18 DOI: 10.1016/j.jenvrad.2025.107639
Giovanna Rosa Fois, Sofia Kolovi, Vincent Breton, Alexis Pereda, Patrick Chardon, Dariana Llanes Vega, Luca Terray, Lydia Maigne
{"title":"GATE MARIM DB, a Monte Carlo database for dose assessment of microorganisms exposed to natural α-radioactivity","authors":"Giovanna Rosa Fois,&nbsp;Sofia Kolovi,&nbsp;Vincent Breton,&nbsp;Alexis Pereda,&nbsp;Patrick Chardon,&nbsp;Dariana Llanes Vega,&nbsp;Luca Terray,&nbsp;Lydia Maigne","doi":"10.1016/j.jenvrad.2025.107639","DOIUrl":"10.1016/j.jenvrad.2025.107639","url":null,"abstract":"<div><div>The International Commission on Radiological Protection (ICRP) recommended in 2007 a systematic approach to assess the radiological effects on non-human species. This method transforms radiation exposure into dose rates for living matter, using Dose Conversion Coefficients (DCCs) specific to radionuclides and organisms. Among the long-lived radionuclides, those of the <sup>238</sup>U and <sup>232</sup>Th decay chains dominate in terms of contributing to natural radiation exposure of non-human species, with significant dose contribution due to their alpha emissions. The ERICA tool was designed to assess dose rates for living organisms weighing from 10<sup>-6</sup> <!-->kg to 10<sup>3</sup> <!-->kg. This study extends ERICA’s applicability by using the open-source GATE Monte Carlo platform to compute DCCs for smaller microorganisms exposed to alpha particles (internal or external exposures). This research compares GATE’s results to ERICA’s near its validity limits and explores how DCCs evolve with environmental composition and microorganism size. The open-source GATE MARIM database, including DCC values for 15 alpha-emitting isotopes from the <sup>238</sup>U and <sup>232</sup>Th decay chains, is now available with a Python Jupyter notebook interface enabling the calculation of dose rates for microorganisms exposed to natural radioactivity.</div></div>","PeriodicalId":15667,"journal":{"name":"Journal of environmental radioactivity","volume":"283 ","pages":"Article 107639"},"PeriodicalIF":1.9,"publicationDate":"2025-02-18","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"143429504","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"RegionCategory":"环境科学与生态学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Monitoring the changing levels of radon emanation from former uranium mine dumps in different seasons and their effect on the surrounding atmosphere
IF 1.9 3区 环境科学与生态学
Journal of environmental radioactivity Pub Date : 2025-02-16 DOI: 10.1016/j.jenvrad.2025.107638
Theodor Adam , Petr Otáhal , Miroslav Jurda , Michael Komárek
{"title":"Monitoring the changing levels of radon emanation from former uranium mine dumps in different seasons and their effect on the surrounding atmosphere","authors":"Theodor Adam ,&nbsp;Petr Otáhal ,&nbsp;Miroslav Jurda ,&nbsp;Michael Komárek","doi":"10.1016/j.jenvrad.2025.107638","DOIUrl":"10.1016/j.jenvrad.2025.107638","url":null,"abstract":"<div><div>Uranium mining waste represents a considerable potential source of radon emissions in the nearby environment. The project's aim (2021–2024) was to observe and evaluate the effects of seasonal fluctuations in radon release from former uranium mine dumps No.15 and No.4 in the Příbram area and their influence on the surrounding atmosphere. The objective was to describe the radiation situation and homogeneity of the dumps and to record and analyze the impact of climatic conditions, which contribute to radon transport to the adjacent communities. The progressive phase involved aerial and field measurements of the Ambient Dose Equivalent Rate, detecting hot spots using an unmanned aerial vehicle (UAV), collecting air samples with Lukas cells, and continuously monitoring Radon Activity Concentration. Meteorological data filtered for conditions of temperatures, absence of wind, and no precipitation during night-time hours (from 8:00 p.m. to 6:00 a.m.) identified 890 days between 2005 and 2023. This corresponds to an average of 47 days per year during which conditions conducive to radon transport to the vicinity of the dumps were present, which, as determined, influences radon activity concentrations and their subsequent dispersion into the surrounding environment. These measurements confirmed elevated radon activity concentrations in the ambient air, exceeding several kBq/m³ with measured maxima of 27 kBq/m³. This project's integration of monitoring methods has resulted in a novel, comprehensive approach to determining radon transport from the dump to nearby communities. The ability to accurately identify areas with elevated Radon Activity Concentrations (RAC) plays a crucial role in optimizing strategies to mitigate the impact of radon decay products on public health.</div></div>","PeriodicalId":15667,"journal":{"name":"Journal of environmental radioactivity","volume":"283 ","pages":"Article 107638"},"PeriodicalIF":1.9,"publicationDate":"2025-02-16","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"143419822","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"RegionCategory":"环境科学与生态学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
U(VI) sorption onto rutile surface in the presence or absence of EDTA: A combined macroscopic and spectroscopic study
IF 1.9 3区 环境科学与生态学
Journal of environmental radioactivity Pub Date : 2025-02-16 DOI: 10.1016/j.jenvrad.2025.107640
Wanqiang Zhou , Fan Wang
{"title":"U(VI) sorption onto rutile surface in the presence or absence of EDTA: A combined macroscopic and spectroscopic study","authors":"Wanqiang Zhou ,&nbsp;Fan Wang","doi":"10.1016/j.jenvrad.2025.107640","DOIUrl":"10.1016/j.jenvrad.2025.107640","url":null,"abstract":"<div><div>Knowledge of the sorption and speciation of uranium at mineral/water interface is essential to predict its long-term behavior. The sorption of uranium on minerals is well known affected by its interaction with EDTA. Here, the sorption of U(VI) on rutile in the presence or absence of EDTA was investigated by combining batch sorption, species calculation, time-resolved fluorescence spectroscopy (TRFS) and X-ray photoelectron spectroscopy (XPS). The batch sorption results suggest that the sorption of U(VI) on rutile is governed by outer-sphere surface complexation under acidic conditions, and undergoes a transformation to inner-sphere surface complexation as the pH increases. In the presence of EDTA, the sorption process is dominated by inner-sphere interactions across the entire pH range. EDTA has been observed to reduce the sorption of U(VI) on minerals, thereby enhancing the mobility of U(VI). Greater inhibition of U(VI) sorption was observed with increasing concentration of EDTA. The TRFS and XPS analysis reveal that the uranium presents as entirely distinct surface complexes on rutile in the presence or absence of EDTA. These findings are essential for understanding the sorption mechanism of U(VI) with EDTA at a molecular scale and developing a reliable assessment for the long-term storage of radioactive waste.</div></div>","PeriodicalId":15667,"journal":{"name":"Journal of environmental radioactivity","volume":"283 ","pages":"Article 107640"},"PeriodicalIF":1.9,"publicationDate":"2025-02-16","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"143420015","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"RegionCategory":"环境科学与生态学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Quantifying historical releases of radium-226 from Canadian mining operations to freshwaters
IF 1.9 3区 环境科学与生态学
Journal of environmental radioactivity Pub Date : 2025-02-13 DOI: 10.1016/j.jenvrad.2025.107629
C.L. Proulx , B.W. Kilgour , R.R. Goulet
{"title":"Quantifying historical releases of radium-226 from Canadian mining operations to freshwaters","authors":"C.L. Proulx ,&nbsp;B.W. Kilgour ,&nbsp;R.R. Goulet","doi":"10.1016/j.jenvrad.2025.107629","DOIUrl":"10.1016/j.jenvrad.2025.107629","url":null,"abstract":"<div><div>A common misconception is that radium-226 (Ra-226) is released into receiving waters exclusively by uranium mines and mills. In fact, Ra-226 is routinely analyzed in mining effluent across various sectors. Using data reported under the Canadian <em>Metal and Diamond Mining Effluent Regulations</em>, Ra-226 releases from mine effluent were evaluated for the period of 2014–2022. Final treated effluent concentrations ranged from 0.2 to 7800 mBq/L. Data were grouped by mining sector as being either precious metals, base metals, ferrous metal, non-ferrous metals, uranium ore, or diamonds. Mean Ra-226 concentrations were highest for non-ferrous metal mines (51.9 mBq/L), followed by base metal (31.6 mBq/L), diamond (23.8 mBq/L), uranium (22.0 mBq/L), precious metal (15.0 mBq/L), and ferrous metal mines (11.0 mBq/L). Mean concentrations for non-ferrous, base metal, diamond, and uranium mining sectors exceeded the upper tolerance limit (UTL) for natural background concentrations (21.7 mBq/L), calculated using reference data from Northern Saskatchewan. Median concentrations, however, were below the UTL for all sectors, indicating episodic high Ra-226 releases likely influenced by variations in the uranium content of the ore bodies. This study demonstrates that Ra-226 activity concentrations in final treated effluent from uranium mining operations are lower than those from other mining sectors, challenging the perception that uranium operations are the primary source of Ra-226 releases.</div></div>","PeriodicalId":15667,"journal":{"name":"Journal of environmental radioactivity","volume":"283 ","pages":"Article 107629"},"PeriodicalIF":1.9,"publicationDate":"2025-02-13","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"143394660","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"RegionCategory":"环境科学与生态学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
"Fusion of Horizons": Part I. Historical context and early radon discoveries (until 1951)
IF 1.9 3区 环境科学与生态学
Journal of environmental radioactivity Pub Date : 2025-02-12 DOI: 10.1016/j.jenvrad.2025.107636
Robert Bobkier , Konstantin Kovler , Andrey Tsapalov
{"title":"\"Fusion of Horizons\": Part I. Historical context and early radon discoveries (until 1951)","authors":"Robert Bobkier ,&nbsp;Konstantin Kovler ,&nbsp;Andrey Tsapalov","doi":"10.1016/j.jenvrad.2025.107636","DOIUrl":"10.1016/j.jenvrad.2025.107636","url":null,"abstract":"<div><div>This part of the article delves into the early discoveries and historical progression of radon research, focusing on its health implications and the development of initial regulatory frameworks. It traces the journey of radon from ancient mining observations to the pioneering studies of the 19th and early 20th centuries, highlighting its transformation from a misunderstood substance to a recognized health hazard. Key milestones are emphasized, including the first scientific observations of radon's effects, the formulation of radiological protection principles, and the establishment of initial international guidelines. Through a hermeneutic perspective, the article explores how these early efforts laid the groundwork for modern regulatory practices, illustrating the dynamic relationship between scientific advancement and societal needs.</div></div>","PeriodicalId":15667,"journal":{"name":"Journal of environmental radioactivity","volume":"283 ","pages":"Article 107636"},"PeriodicalIF":1.9,"publicationDate":"2025-02-12","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"143394659","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"RegionCategory":"环境科学与生态学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
"Fusion of Horizons": Part II. Modernizing radon regulation (1954–1993)
IF 1.9 3区 环境科学与生态学
Journal of environmental radioactivity Pub Date : 2025-02-10 DOI: 10.1016/j.jenvrad.2025.107637
Robert Bobkier , Konstantin Kovler , Andrey Tsapalov
{"title":"\"Fusion of Horizons\": Part II. Modernizing radon regulation (1954–1993)","authors":"Robert Bobkier ,&nbsp;Konstantin Kovler ,&nbsp;Andrey Tsapalov","doi":"10.1016/j.jenvrad.2025.107637","DOIUrl":"10.1016/j.jenvrad.2025.107637","url":null,"abstract":"<div><div>This part of the article explores the transformation of radon regulation between 1954 and 1993, a period marked by significant advancements in scientific understanding and public health policy. It examines the shift from occupational to residential radon exposure concerns, the integration of epidemiological data into regulatory frameworks, and the emergence of international standards such as ICRP 65. By analyzing this changes through Gadamer's hermeneutic concept of \"fusion of horizons,\" the study underscores how evolving scientific insights and social expectations redefined the approach to radon as a public health challenge. This part highlights the milestones that bridged the gap between early regulatory attempts and comprehensive modern frameworks.</div></div>","PeriodicalId":15667,"journal":{"name":"Journal of environmental radioactivity","volume":"283 ","pages":"Article 107637"},"PeriodicalIF":1.9,"publicationDate":"2025-02-10","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"143376693","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"RegionCategory":"环境科学与生态学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Development of zebrafish (Danio rerio) mesh-type model at multi-life stages and Monte Carlo simulations of dosimetric parameters
IF 1.9 3区 环境科学与生态学
Journal of environmental radioactivity Pub Date : 2025-02-04 DOI: 10.1016/j.jenvrad.2025.107625
Huiyuan Xue , Wenxing Xu , Xiaotong Gao , Han Gao , Xinjie Wang , Jin Gao , Yidi Wang , Kaijin Yan , Tao Wu , Jiahao Guo , Binquan Niu , Mingxu Zheng , Fengmei Cui , Yu Tu , Liang Sun
{"title":"Development of zebrafish (Danio rerio) mesh-type model at multi-life stages and Monte Carlo simulations of dosimetric parameters","authors":"Huiyuan Xue ,&nbsp;Wenxing Xu ,&nbsp;Xiaotong Gao ,&nbsp;Han Gao ,&nbsp;Xinjie Wang ,&nbsp;Jin Gao ,&nbsp;Yidi Wang ,&nbsp;Kaijin Yan ,&nbsp;Tao Wu ,&nbsp;Jiahao Guo ,&nbsp;Binquan Niu ,&nbsp;Mingxu Zheng ,&nbsp;Fengmei Cui ,&nbsp;Yu Tu ,&nbsp;Liang Sun","doi":"10.1016/j.jenvrad.2025.107625","DOIUrl":"10.1016/j.jenvrad.2025.107625","url":null,"abstract":"&lt;div&gt;&lt;div&gt;As socioeconomic development progresses, nuclear energy and technology advance rapidly. Concurrently, nuclear accidents may result in the release of additional radioactive isotopes into the environment. Groundwater and oceans are key pathways for radioactive nuclides in the environmental cycle, with aquatic organisms being particularly vulnerable to radiation exposure. Aquatic model organisms are essential for studying radiation effects on non-human species in aquatic environments and for extrapolating dose-response relationships to humans. However, current models for calculating radiation doses in the aquatic model organism zebrafish remain underdeveloped. To better elucidate the mechanisms of radiation damage effects, integrating Micro-CT and 3D modeling techniques, a series of zebrafish mesh-type models (including adults and larvae, named zebrafish-mesh family: ZF-mesh family) with multiple internal organs are established in this study. The Monte Carlo software PHITS is used to simulate and calculate the Absorbed Fractions (AFs) and S-values for single-energy electrons ranging from 0.001 to 10 MeV, single-energy photons from 0.001 to 5 MeV, and eight radioactive nuclides commonly found in nuclear power plant liquid effluents: &lt;sup&gt;3&lt;/sup&gt;H, &lt;sup&gt;14&lt;/sup&gt;C, &lt;sup&gt;90&lt;/sup&gt;Sr, &lt;sup&gt;106&lt;/sup&gt;Ru, &lt;sup&gt;134&lt;/sup&gt;Cs, &lt;sup&gt;137&lt;/sup&gt;Cs, &lt;sup&gt;60&lt;/sup&gt;Co, &lt;sup&gt;131&lt;/sup&gt;I, across various source-target organ configurations. The results indicate that the mesh-type models of zebrafish at multiple developmental stages can be used for radiation dosimetry calculations. Analysis of the dosimetry parameter database, established through Monte Carlo calculations with this series of mesh-type models, shows that the maximum difference in self-AFs between the geometric and curved models reaches 52.8%. Comparisons between models at different developmental stages show that the impact of radioactive nuclides on internal organs depends on both the decay properties of the nuclides and the organ volumes. For adult fish, the dose contribution from &lt;sup&gt;90&lt;/sup&gt;Sr is most significant, reaching up to 1.81 &lt;span&gt;&lt;math&gt;&lt;mrow&gt;&lt;mo&gt;×&lt;/mo&gt;&lt;msup&gt;&lt;mn&gt;10&lt;/mn&gt;&lt;mrow&gt;&lt;mo&gt;−&lt;/mo&gt;&lt;mn&gt;5&lt;/mn&gt;&lt;/mrow&gt;&lt;/msup&gt;&lt;mspace&gt;&lt;/mspace&gt;&lt;mi&gt;m&lt;/mi&gt;&lt;mtext&gt;Gy&lt;/mtext&gt;&lt;msup&gt;&lt;mrow&gt;&lt;mo&gt;·&lt;/mo&gt;&lt;mtext&gt;MBq&lt;/mtext&gt;&lt;/mrow&gt;&lt;mrow&gt;&lt;mo&gt;−&lt;/mo&gt;&lt;mn&gt;1&lt;/mn&gt;&lt;/mrow&gt;&lt;/msup&gt;&lt;mo&gt;·&lt;/mo&gt;&lt;msup&gt;&lt;mi&gt;s&lt;/mi&gt;&lt;mrow&gt;&lt;mo&gt;−&lt;/mo&gt;&lt;mn&gt;1&lt;/mn&gt;&lt;/mrow&gt;&lt;/msup&gt;&lt;/mrow&gt;&lt;/math&gt;&lt;/span&gt; in the heart of male fish. In larvae fish, &lt;sup&gt;14&lt;/sup&gt;C has the most notable impact, with a dose rate of 4.38 &lt;span&gt;&lt;math&gt;&lt;mrow&gt;&lt;mo&gt;×&lt;/mo&gt;&lt;msup&gt;&lt;mn&gt;10&lt;/mn&gt;&lt;mrow&gt;&lt;mo&gt;−&lt;/mo&gt;&lt;mn&gt;3&lt;/mn&gt;&lt;/mrow&gt;&lt;/msup&gt;&lt;mspace&gt;&lt;/mspace&gt;&lt;mi&gt;m&lt;/mi&gt;&lt;mtext&gt;Gy&lt;/mtext&gt;&lt;msup&gt;&lt;mrow&gt;&lt;mo&gt;·&lt;/mo&gt;&lt;mtext&gt;MBq&lt;/mtext&gt;&lt;/mrow&gt;&lt;mrow&gt;&lt;mo&gt;−&lt;/mo&gt;&lt;mn&gt;1&lt;/mn&gt;&lt;/mrow&gt;&lt;/msup&gt;&lt;mo&gt;·&lt;/mo&gt;&lt;msup&gt;&lt;mi&gt;s&lt;/mi&gt;&lt;mrow&gt;&lt;mo&gt;−&lt;/mo&gt;&lt;mn&gt;1&lt;/mn&gt;&lt;/mrow&gt;&lt;/msup&gt;&lt;/mrow&gt;&lt;/math&gt;&lt;/span&gt; in the heart at 48 h post-fertilization (hpf). Comparisons of yolk mass changes at various developmental stages in larvae fish reveal that organ location is a k","PeriodicalId":15667,"journal":{"name":"Journal of environmental radioactivity","volume":"283 ","pages":"Article 107625"},"PeriodicalIF":1.9,"publicationDate":"2025-02-04","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"143162304","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"RegionCategory":"环境科学与生态学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Analysis of 127Xe tracer measurements using a net counts method
IF 1.9 3区 环境科学与生态学
Journal of environmental radioactivity Pub Date : 2025-02-04 DOI: 10.1016/j.jenvrad.2025.107623
M.A. Goodwin , D.L. Chester , G. Galvin , P.W. Eslinger , M. Foxe , J. Ely , R. Turley , PE-1 Experiment Team
{"title":"Analysis of 127Xe tracer measurements using a net counts method","authors":"M.A. Goodwin ,&nbsp;D.L. Chester ,&nbsp;G. Galvin ,&nbsp;P.W. Eslinger ,&nbsp;M. Foxe ,&nbsp;J. Ely ,&nbsp;R. Turley ,&nbsp;PE-1 Experiment Team","doi":"10.1016/j.jenvrad.2025.107623","DOIUrl":"10.1016/j.jenvrad.2025.107623","url":null,"abstract":"<div><div>A suite of measurement systems were deployed as part of the Physical Experiment 1 series of experiments, which involved detonating chemical explosives along with radionuclide tracers in an underground cavity, at the Nevada National Security Site (NNSS) in the United States. One of the radionuclide tracers, <sup>127</sup>Xe was released from the containment following the explosion and detected on a SAUNA Q<sub>B</sub> sampler situated approximately 3.5 km away. The system uses a beta-gamma coincidence detector system to measure fission product radioisotopes of xenon relevant to nuclear explosion monitoring. In this work we use the coincidence measurement data to analyse and interpret the results from the SAUNA Q<sub>B</sub> system, to calculate the measured <sup>127</sup>Xe activity concentration(s).</div></div>","PeriodicalId":15667,"journal":{"name":"Journal of environmental radioactivity","volume":"283 ","pages":"Article 107623"},"PeriodicalIF":1.9,"publicationDate":"2025-02-04","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"143162306","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"RegionCategory":"环境科学与生态学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Developing a machine learning-based predictive model for cesium sorption distribution coefficient on crushed granite
IF 1.9 3区 环境科学与生态学
Journal of environmental radioactivity Pub Date : 2025-02-04 DOI: 10.1016/j.jenvrad.2025.107628
Funing Ma , Zhenxue Dai , Fangfei Cai , Xiaoying Zhang , Yue Ma , Dayong Wang
{"title":"Developing a machine learning-based predictive model for cesium sorption distribution coefficient on crushed granite","authors":"Funing Ma ,&nbsp;Zhenxue Dai ,&nbsp;Fangfei Cai ,&nbsp;Xiaoying Zhang ,&nbsp;Yue Ma ,&nbsp;Dayong Wang","doi":"10.1016/j.jenvrad.2025.107628","DOIUrl":"10.1016/j.jenvrad.2025.107628","url":null,"abstract":"<div><div>The sorption of radionuclides on granite has been extensively studied over the past few decades due to its significance in the safety assessment of geological disposal for high-level radioactive waste (HLW). The sorption properties of granite for radionuclides exhibit considerable variability under different experimental conditions. To reduce the time and cost associated with traditional experiments, this study developed a data-driven approach utilizing machine learning (ML) algorithms to predict the sorption distribution coefficients of cesium (Cs) on crushed granite efficiently. Four ML algorithms, namely AdaBoost, GBDT, LightGBM, and XGBoost, were employed to construct predictive models using a dataset of 384 data points. All models demonstrated strong performance, with R<sup>2</sup> values exceeding 0.8 for both the training and test sets. Comparative analysis of evaluation metrics indicated that the XGBoost model exhibited the best predictive performance and generalization ability. An explanation analysis of the XGBoost model further revealed the importance and influence of each input feature in predicting the distribution coefficient of Cs on crushed granite. The features affecting radionuclide sorption on granite were ranked by importance as follows: solid/liquid ratio, ion strength, pH, contact time, initial concentration, and maximum particle size. The underlying sorption mechanisms by which different input features affect the sorption coefficient, as derived from shapley additive explanations (SHAP) analysis, correspond with experimental observations. The approach proposed in this study can serve as a supplement to resource-intensive experimental methods, providing new insights into predicting the sorption behavior of radionuclides on crushed granite for the safety assessment of HLW geological disposal.</div></div>","PeriodicalId":15667,"journal":{"name":"Journal of environmental radioactivity","volume":"283 ","pages":"Article 107628"},"PeriodicalIF":1.9,"publicationDate":"2025-02-04","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"143162305","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"RegionCategory":"环境科学与生态学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Strengthening potential of recent peat dating 加强近期泥炭年代测定的潜力。
IF 1.9 3区 环境科学与生态学
Journal of environmental radioactivity Pub Date : 2025-02-01 DOI: 10.1016/j.jenvrad.2024.107594
Anna Cwanek , Marco A. Aquino-Lopez , Piotr Kołaczek , Mariusz Lamentowicz , Barbara Fiałkiewicz-Kozieł , Mariusz Gałka , Michał Słowiński , Dominika Łuców , Katarzyna Marcisz , Milena Obremska , Sambor Czerwiński , Edyta Łokas
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