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Salazar-Carballo PA, Ogunjo S, Hernández F, Rodríguez-Marrero JL, Catalán-Acosta A, López-Pérez M. Time series analysis of a 22-year record of 7Be, 210Pb and gross alpha activities in the Canary Islands (Spain) using Principal Component and Multifractal Detrended Fluctuation Analyses. THE SCIENCE OF THE TOTAL ENVIRONMENT 2024; 942:173637. [PMID: 38821287 DOI: 10.1016/j.scitotenv.2024.173637] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Subscribe] [Scholar Register] [Received: 02/26/2024] [Revised: 05/27/2024] [Accepted: 05/28/2024] [Indexed: 06/02/2024]
Abstract
The long-term variability of a 22-year dataset of 7Be, 210Pb and gross alpha concentrations in surface aerosols collected in the Canary Islands has been analysed in this study. These "time series" were collected on a weekly basis. Various analytical techniques, including Principal Component Analysis (PCA), K-means clustering, correlation analyses, and back-trajectory were used to determine the variability of the data and assess the statistical importance of the source of the air masses reaching the study area. Monthly and annual variations for the time series were also studied. As expected, 7Be, 210Pb time series showed common variability, while gross alpha concentrations were strongly correlated with average PM10 concentration in air. The fractal properties of the time series were studied to gain a deeper understanding of the underlying structure and dynamics of the data. Multifractal Detrended Fluctuation Analysis (MF-DFA) and Multifractal Detrended Cross-Correlation Analysis (MF-DCCA) techniques were also used to detect and analyse the multifractal characteristics of the 7Be, 210Pb, and gross alpha time series. Multifractality was observed, with values of 0.28, 0.67, and 0.61 for 7Be, 210Pb, and gross alpha, respectively. Long-range correlation was found to be the source of the observed multifractality in the three parameters. Multifractal detrended cross-correlation analysis supports the correlation between 7Be - Alpha, 210Pb - Alpha, and 7Be - 210Pb pairs. The results from this study will help model the transport and destiny of natural radionuclides in the atmosphere at this site. The evolution and interactions between 7Be, 210Pb, and gross alpha, reported herein occurred not just locally but also across extensive temporal domains, leading to the emergence of multifractal behaviour in their concentrations. These long-range behaviours/correlations might result from various factors such as atmospheric circulation patterns, global transport mechanisms, or large-scale environmental processes.
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Affiliation(s)
- Pedro A Salazar-Carballo
- Departamento de Medicina Física y Farmacología, Facultad de Ciencias de la Salud, Universidad de La Laguna, San Cristóbal de La Laguna, Spain; Laboratorio de Física Médica y Radioactividad Ambiental, SEGAI, Universidad de La Laguna, San Cristóbal de La Laguna, Spain.
| | - Samuel Ogunjo
- Department of Physics, Federal University of Technology Akure, Ondo State, Nigeria
| | - Francisco Hernández
- Grupo de Observación de la Tierra y la Atmósfera, Universidad de La Laguna, Spain
| | - José Luis Rodríguez-Marrero
- Laboratorio de Física Médica y Radioactividad Ambiental, SEGAI, Universidad de La Laguna, San Cristóbal de La Laguna, Spain; Departamento de Química, Universidad de La Laguna, San Cristóbal de La Laguna, Spain
| | - Antonio Catalán-Acosta
- Laboratorio de Física Médica y Radioactividad Ambiental, SEGAI, Universidad de La Laguna, San Cristóbal de La Laguna, Spain
| | - María López-Pérez
- Laboratorio de Física Médica y Radioactividad Ambiental, SEGAI, Universidad de La Laguna, San Cristóbal de La Laguna, Spain
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Nafarrate A, Petisco-Ferrero S, Idoeta R, Herranz M, Sáenz J, Ulazia A, Ibarra-Berastegui G. Applying the Kolmogorov-Zurbenko filter followed by random forest models to 7Be observations in Spain (2006-2021). Heliyon 2024; 10:e30820. [PMID: 38765117 PMCID: PMC11101855 DOI: 10.1016/j.heliyon.2024.e30820] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/29/2023] [Revised: 04/18/2024] [Accepted: 05/06/2024] [Indexed: 05/21/2024] Open
Abstract
In this study, we analysed 7Be weekly surface measurements from six Spanish laboratories from 2006 to 2021. The Kolmogorov-Zurbenko filter was applied to the six 7Be time series, and following an iterative process, the original data were divided into two fractions: one related to variations characterized by periods above 33 days (including, among others, the seasonal cycle) and the second noisier fraction related to mechanisms originating from variations with periods below 33 days. Both fractions were independent at the six locations. The second machine-based step using random forest models was applied with the aim of identifying the most influential inputs to the observed 7Be concentrations, and machine learning-inspired regression models were fitted. With respect to seasonal components, the results indicated that the memory of the system was the most influential input, as expected by the large fraction of variance explained by the seasonal cycle, followed by that of humidity and wind-related variables. For the fraction corresponding to periods below 33 d, precipitation-, humidity-, and radiation-related variables were the most influential. This methodology has made it possible to successfully describe the major mechanisms known to be involved in the generation of the surface 7Be concentrations observed in Spain.
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Affiliation(s)
- Ander Nafarrate
- Energy Engineering Department, University of the Basque Country, UPV/EHU, Plaza Torres Quevedo, s/n, Bilbao, 48013, Spain
| | - Susana Petisco-Ferrero
- Energy Engineering Department, University of the Basque Country, UPV/EHU, Plaza Torres Quevedo, s/n, Bilbao, 48013, Spain
| | - Raquel Idoeta
- Energy Engineering Department, University of the Basque Country, UPV/EHU, Plaza Torres Quevedo, s/n, Bilbao, 48013, Spain
| | - Margarita Herranz
- Energy Engineering Department, University of the Basque Country, UPV/EHU, Plaza Torres Quevedo, s/n, Bilbao, 48013, Spain
| | - Jon Sáenz
- Department of Physics, University of the Basque Country, UPV/EHU, Barrio Sarriena, s/n, Leioa, 48940, Spain
- Plentzia Itsas Estazioa (PIE), University of the Basque Country, UPV/EHU, Areatza Hiribidea 47, Plentzia, 48620, Spain
| | - Alain Ulazia
- Energy Engineering Department, University of the Basque Country (UPV/EHU), Otaola, Hiribidea, 29, Eibar, 20600, Spain
| | - Gabriel Ibarra-Berastegui
- Energy Engineering Department, University of the Basque Country, UPV/EHU, Plaza Torres Quevedo, s/n, Bilbao, 48013, Spain
- Plentzia Itsas Estazioa (PIE), University of the Basque Country, UPV/EHU, Areatza Hiribidea 47, Plentzia, 48620, Spain
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Liger E, Hernández F, Expósito FJ, Díaz JP, Salazar-Carballo PA, Gordo E, González C, López-Pérez M. Transport and deposition of radionuclides from northern Africa to the southern Iberian Peninsula and the Canary Islands during the intense dust intrusions of March 2022. CHEMOSPHERE 2024; 352:141303. [PMID: 38280650 DOI: 10.1016/j.chemosphere.2024.141303] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 11/23/2023] [Revised: 01/14/2024] [Accepted: 01/24/2024] [Indexed: 01/29/2024]
Abstract
The present study focuses on the two consecutive and markedly intense Saharan dust intrusion episodes that greatly affected southern Spain (Málaga) and, to a lesser extent, the Canary Islands (Tenerife), in March 2022. These two episodes were the result of atypical meteorological conditions in the region and resulted in record levels of aerosols in the air at the Málaga location. The activity levels of various natural and artificial radionuclides (7Be, 210Pb, 40K, 137Cs, 239Pu, 240Pu, 239+240Pu) and radioactive indicators (gross alpha and gross beta) were impacted by these events and the results are described herein. These episodes caused, for example, the activities of 137Cs in aerosol samples at the Málaga monitoring station to reach the highest concentrations ever recorded since high-volume aerosol monitoring started at this site in 2009. A link between the activity levels of 137Cs, 40K and gross alpha in the atmospheric aerosols and daily PM10 concentrations during the episodes is also reported. In addition, isotopic ratios are discussed in the context of the source and destination of the various anthropogenic radionuclides measured. The atmospheric residence time of aerosols during these episodes is also evaluated because it concerns how intrusions to the Canary Islands should be analysed. Finally, for the first time, the concentrations of 137Cs deposition by rainwater during a Saharan dust intrusion are reported and the deposition rate of these radionuclides during these episodes is discussed.
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Affiliation(s)
- Esperanza Liger
- Departamento de Física Aplicada II, Universidad de Málaga, Spain; Grupo de Geoquímica y Radiactividad Ambiental, Universidad de Málaga, Spain.
| | - Francisco Hernández
- Grupo de Geoquímica y Radiactividad Ambiental, Universidad de Málaga, Spain; Grupo de Observación de la Tierra y la Atmósfera, Universidad de La Laguna, Spain
| | | | - Juan Pedro Díaz
- Grupo de Observación de la Tierra y la Atmósfera, Universidad de La Laguna, Spain
| | - Pedro A Salazar-Carballo
- Laboratorio de Física Médica y Radioactividad Ambiental, SEGAI, Universidad de La Laguna, Spain; Departamento de Medicina Física y Farmacología, Universidad de La Laguna, Spain
| | - Elisa Gordo
- Grupo de Geoquímica y Radiactividad Ambiental, Universidad de Málaga, Spain; Servicios Centrales de Apoyo a la Investigación, Universidad de Málaga, Spain
| | - Cristina González
- Instituto Universitario de Enfermedades Tropicales y Salud Pública de Canarias. Universidad de La Laguna, Spain
| | - María López-Pérez
- Laboratorio de Física Médica y Radioactividad Ambiental, SEGAI, Universidad de La Laguna, Spain
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Wang H, Meng Q, Ma Y, Lou Y, Bai B, Zhu W, Kong Y, Wang H, Feng Z, Zhai S, Yu J. Temporal variations of 7Be and 210Pb activity concentrations in the atmospheric aerosols during 2018-2019 in Beijing, China and their correlations with meteorological parameters. JOURNAL OF ENVIRONMENTAL RADIOACTIVITY 2023; 262:107162. [PMID: 36934680 DOI: 10.1016/j.jenvrad.2023.107162] [Citation(s) in RCA: 2] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 01/05/2023] [Revised: 03/13/2023] [Accepted: 03/14/2023] [Indexed: 06/18/2023]
Abstract
In order to establish a regional database on natural radioactivity, a series of measurements of 713 atmospheric aerosol samples collected on filters over a two-year period (2018-2019) in center of Beijing, northeastern China have been performed to analyze 7Be and 210Pb activity concentrations. The mean activity concentrations of 7Be and 210Pb were found to be 7.10 ± 2.44 mBq m-3 and 2.93 ± 1.52 mBq m-3, respectively. Both the radionuclides exhibited strong seasonal variations, with maximum concentration of 7Be occurring in the spring and that of 210Pb in the winter. The concentration of both the radionuclides was minimum in the rainy summer. Higher 7Be concentration in the spring was mainly caused by the stratosphere to troposphere exchange. Higher 210Pb concentration during winter was maybe attributed to the combustion processes in heating systems and the ingression of continental air masses resulted from winds originating from northwest. The dependence of the activity concentrations of 7Be and 210Pb with meteorological parameters such as rainfall, temperature, and humidity was studied through linear correlation analysis. Statistically significant negative correlations were observed between 7Be and 210Pb activity concentrations with rainfall, respectively, which suggested that the removal mechanisms of these two radionuclides were similar. Lead-210 showed statistically significant correlations with temperature, humidity and PM10. A comparison of the data obtained in the present study for Beijing with the northern hemisphere literature values of 7Be and 210Pb in the atmospheric aerosols showed that the values were smaller than the ones observed in the present study. Overall, the study provides an improved understanding of the temporal variability and correlation of 7Be and 210Pb concentrations in the atmosphere in center of Beijing, northeastern China.
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Affiliation(s)
- Huan Wang
- Beijing Center for Disease Prevention and Control, 16 Hepingli Middle Street, Beijing, 100013, China
| | - Qinghua Meng
- Beijing Center for Disease Prevention and Control, 16 Hepingli Middle Street, Beijing, 100013, China
| | - Yongzhong Ma
- Beijing Center for Disease Prevention and Control, 16 Hepingli Middle Street, Beijing, 100013, China
| | - Yun Lou
- Beijing Center for Disease Prevention and Control, 16 Hepingli Middle Street, Beijing, 100013, China
| | - Bin Bai
- Beijing Center for Disease Prevention and Control, 16 Hepingli Middle Street, Beijing, 100013, China.
| | - Weijie Zhu
- Beijing Center for Disease Prevention and Control, 16 Hepingli Middle Street, Beijing, 100013, China
| | - Yuxia Kong
- Beijing Center for Disease Prevention and Control, 16 Hepingli Middle Street, Beijing, 100013, China
| | - Hongfang Wang
- Beijing Center for Disease Prevention and Control, 16 Hepingli Middle Street, Beijing, 100013, China
| | - Zechen Feng
- Beijing Center for Disease Prevention and Control, 16 Hepingli Middle Street, Beijing, 100013, China
| | - Shuguang Zhai
- Beijing Center for Disease Prevention and Control, 16 Hepingli Middle Street, Beijing, 100013, China
| | - Jun Yu
- Beijing Center for Disease Prevention and Control, 16 Hepingli Middle Street, Beijing, 100013, China
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Biernacik D, Zalewska T. 7Be, 210Pb, airborne particulate matter and PM10 concentrations in relation to meteorological conditions in southern Poland in 1998-2016. JOURNAL OF ENVIRONMENTAL RADIOACTIVITY 2023; 259-260:107122. [PMID: 36696867 DOI: 10.1016/j.jenvrad.2023.107122] [Citation(s) in RCA: 2] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 12/09/2022] [Revised: 01/14/2023] [Accepted: 01/18/2023] [Indexed: 06/17/2023]
Abstract
An analysis of the concentration of 7Be in aerosol samples collected in one of the most polluted areas in Europe (Katowice and Krakow in southern Poland) indicated seasonal variability, with a maximum in the summer months. The average concentrations of 7Be were 4616.1 μBq m-3 in Katowice and 3259.4 μBq m-3 in Krakow, respectively, and they are among the highest values recorded in Poland in the studied period (1998-2016). These cities are also characterised by Poland's highest concentrations of 210Pb (547.8 μBq m-3 and 513.2 μBq m-3). The highest radioactive concentrations of 210Pb were observed in the winter and autumn, since in the case of these industrial areas, the combustion processes related to heating in the cold season of the year are an additional source of this isotope, next to its natural origin. The airborne particulate matter concentrations at both locations correlate with the concentrations of 210Pb. The average values of PM10 concentrations (71.1 μg m-3 in Krakow to 45.0 μg m-3 in Katowice), were 2-3 times higher than the average ones recorded in northern Poland. It has been proven that air temperature is the key parameter affecting the transport of isotopes, especially in the warm season of the year, when its increase causes increased thermal convection, leading to intense vertical mixing and exchange in the troposphere. Analyses using the machine learning method allowed for an indication of the correlation between relative humidity and atmospheric precipitation, as well as higher wind speed and concentrations of 7Be which is inversely proportional. Geographical factors (the latitude of the station and the land elevation) have no impact on near-surface concentrations of 7Be in Poland.
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Affiliation(s)
- Dawid Biernacik
- Institute of Meteorology and Water Management, National Research Institute, Waszyngtona 42, 81-342, Gdynia, Poland.
| | - Tamara Zalewska
- Institute of Meteorology and Water Management, National Research Institute, Waszyngtona 42, 81-342, Gdynia, Poland
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Chen D, Nie B, Dong B, Yang D, Wu S, He J, Gu W, Wang D. Insights into near-surface distribution characteristics of multi-form tritium with consideration of atmospheric buoyancy and gravitational deposition. CHEMOSPHERE 2023; 312:137231. [PMID: 36375611 DOI: 10.1016/j.chemosphere.2022.137231] [Citation(s) in RCA: 1] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Subscribe] [Scholar Register] [Received: 09/06/2022] [Revised: 10/30/2022] [Accepted: 11/10/2022] [Indexed: 06/16/2023]
Abstract
Tritium contributes majority to the total airborne radioactive effluents from the nuclear facility because of its considerable production and difficulty in separation. Tritium inventory in the fusion reactor would reach an unprecedented magnitude which brings new safety concern. After being released into the atmosphere, inconsistent atmospheric dispersion behaviors might appear regarding different physicochemical forms such as gaseous state HT, gaseous-aerosol-droplet state HTO. In this study, atmospheric dispersion characteristics of multi-form tritium were investigated based on the computational fluid dynamics method validated by multi-fan type wind tunnel experiments. Species transport model and discrete phase model were used to describe atmospheric dispersion of gaseous and aerosol-droplet state tritium, respectively. Deposition velocity was predicted for gaseous and aerosol-droplet state tritium with different particle sizes. Conditions for describing the changes of particle diameter and its influencing on near-surface tritium distribution due to condensation were provided. The results show that buoyancy effect would strengthen along with the increasing gaseous tritium mass fraction in the airborne effluents. We also indicated that obvious gravitational deposition would appear once gaseous HTO was transformed into droplet state HTO with the particle diameter larger than 20 μm. Both the atmospheric buoyancy and deposition phenomenon would result in a quite different near-surface tritium distribution.
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Affiliation(s)
- Deyi Chen
- School of Nuclear Science and Engineering, Shanghai Jiao Tong University, Shanghai, 200240, China
| | - Baojie Nie
- School of Nuclear Science and Engineering, Shanghai Jiao Tong University, Shanghai, 200240, China.
| | - Bing Dong
- School of Nuclear Science and Engineering, Shanghai Jiao Tong University, Shanghai, 200240, China
| | - Derui Yang
- School of Nuclear Science and Engineering, Shanghai Jiao Tong University, Shanghai, 200240, China
| | - Siyuan Wu
- School of Nuclear Science and Engineering, Shanghai Jiao Tong University, Shanghai, 200240, China
| | - Jinpeng He
- School of Nuclear Science and Engineering, Shanghai Jiao Tong University, Shanghai, 200240, China
| | - Weiguo Gu
- School of Nuclear Science and Engineering, Shanghai Jiao Tong University, Shanghai, 200240, China
| | - Dezhong Wang
- School of Nuclear Science and Engineering, Shanghai Jiao Tong University, Shanghai, 200240, China.
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