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Kim B, Manchuri AR, Oh GT, Lim Y, Son Y, Choi S, Kang M, Jang J, Ha J, Cho CH, Lee MW, Lee DS. Experimental analysis and prediction of radionuclide solubility using machine learning models: Effects of organic complexing agents. JOURNAL OF HAZARDOUS MATERIALS 2024; 469:134012. [PMID: 38492397 DOI: 10.1016/j.jhazmat.2024.134012] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Subscribe] [Scholar Register] [Received: 01/31/2024] [Revised: 03/02/2024] [Accepted: 03/10/2024] [Indexed: 03/18/2024]
Abstract
Radioactive wastes contain organic complexing agents that can form complexes with radionuclides and enhance the solubility of these radionuclides, increasing the mobility of radionuclides over great distances from a radioactive waste repository. In this study, four radionuclides (cobalt, strontium, iodine, and uranium) and three organic complexing agents (ethylenediaminetetraacetic acid, nitrilotriacetic acid, and iso-saccharic acid) were selected, and the solubility of these radionuclides was assessed under realistic environmental conditions such as different pHs (7, 9, 11, and 13), temperatures (10 °C, 20 °C, and 40 °C), and organic complexing agent concentrations (10-5-10-2 M). A total of 720 datasets were generated from solubility batch experiments. Four supervised machine learning models such as the Gaussian process regression (GPR), ensemble-boosted trees, artificial neural networks, and support vector machine were developed for predicting the radionuclide solubility. Each ML model was optimized using Bayesian optimization algorithm. The GPR evolved as a robust model that provided accurate predictions within the underlying solubility patterns by capturing the intricate relationships of the independent parameters of the dataset. At an uncertainty level of 95%, both the experimental results and GPR simulated estimations were closely correlated, confirming the suitability of the GPR model for future explorations.
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Affiliation(s)
- Bolam Kim
- Department of Environmental Engineering, Kyungpook National University, 80 Daehak-ro, Buk-gu, Daegu 41566, Republic of Korea
| | - Amaranadha Reddy Manchuri
- Department of Environmental Engineering, Kyungpook National University, 80 Daehak-ro, Buk-gu, Daegu 41566, Republic of Korea
| | - Gi-Taek Oh
- Department of Chemical Engineering, Keimyung University, 1095 Dalgubeol-daero, Dalseo-gu, Daegu 42601, Republic of Korea
| | - Youngsu Lim
- Department of Environmental Engineering, Kyungpook National University, 80 Daehak-ro, Buk-gu, Daegu 41566, Republic of Korea
| | - Yuhwa Son
- LILW Technology Team, Korea Radioactive Waste Agency, 19 Chunghyochun-gil, Gyeongju-si, Gyeongsangbuk-do 38062, Republic of Korea
| | - Seho Choi
- LILW Technology Team, Korea Radioactive Waste Agency, 19 Chunghyochun-gil, Gyeongju-si, Gyeongsangbuk-do 38062, Republic of Korea
| | - Myunggoo Kang
- LILW Technology Team, Korea Radioactive Waste Agency, 19 Chunghyochun-gil, Gyeongju-si, Gyeongsangbuk-do 38062, Republic of Korea
| | - Jiseon Jang
- HLW Technology Development Institute, Korea Radioactive Waste Agency, 174 Gajeong-ro, Yuseong-gu, Daejeon 34129, Republic of Korea
| | - Jaechul Ha
- LILW Technology Team, Korea Radioactive Waste Agency, 19 Chunghyochun-gil, Gyeongju-si, Gyeongsangbuk-do 38062, Republic of Korea
| | - Chun-Hyung Cho
- HLW Technology Development Institute, Korea Radioactive Waste Agency, 174 Gajeong-ro, Yuseong-gu, Daejeon 34129, Republic of Korea
| | - Min-Woo Lee
- Department of Chemical Engineering, Keimyung University, 1095 Dalgubeol-daero, Dalseo-gu, Daegu 42601, Republic of Korea
| | - Dae Sung Lee
- Department of Environmental Engineering, Kyungpook National University, 80 Daehak-ro, Buk-gu, Daegu 41566, Republic of Korea.
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Legand S, Macé N, Muzeau B, Le Tutour P, Therias S, Reiller PE. Radiolysis effect on Eu(III)-superplasticiser interactions in artificial cement and squeezed cement pore waters. JOURNAL OF HAZARDOUS MATERIALS 2023; 443:130269. [PMID: 36335900 DOI: 10.1016/j.jhazmat.2022.130269] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Subscribe] [Scholar Register] [Received: 07/20/2022] [Revised: 10/06/2022] [Accepted: 10/24/2022] [Indexed: 06/16/2023]
Abstract
In the framework of the French deep geological repository for radioactive waste, cement-based materials are envisaged to immobilize radionuclides and/or provide protection from radiation to the environment. Superplasticisers (SPs) are added to these materials to increase their workability. SPs will undergo degradation by coupled radiolytic and hydrolytic effects in the pore solution leading to the formation of potentially complexing degradation products. The objective was to study the potential effect of radiolyzed superplasticizers contained in cement-based materials on radionuclide uptake. The Eu speciation and solubility with organic ligands resulting from the degradation of SPs were studied for the two solutions and the results were compared. Two different SPs were selected, a polycarboxylate ether and a polynapthalene sulfonate. Two different protocols were followed: direct irradiation of the solution containing the superplasticizer, and irradiation of the compacted cement sample followed by extraction of the pore water. Solubility enhancements observed in artificial cement waters are not representative of real cement pore water interactions, in agreement with other studies. Finally, the effects of alkaline hydrolysis and radiolysis of SPs on Eu solubility in pore water are limited.
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Affiliation(s)
- Solène Legand
- Université Paris-Saclay, CEA, Service d'Études du Comportement des Radionucléides (SECR), F-91191 Gif-sur-Yvette, France.
| | - Nathalie Macé
- Université Paris-Saclay, CEA, Service d'Études du Comportement des Radionucléides (SECR), F-91191 Gif-sur-Yvette, France
| | - Benoist Muzeau
- Université Paris-Saclay, CEA, Service d'Études du Comportement des Radionucléides (SECR), F-91191 Gif-sur-Yvette, France
| | - Philippe Le Tutour
- Université Paris-Saclay, CEA, Service d'Études du Comportement des Radionucléides (SECR), F-91191 Gif-sur-Yvette, France
| | - Sandrine Therias
- Université Clermont Auvergne-CNRS, ICCF, F-63000 Clermont-Ferrand, France
| | - Pascal E Reiller
- Université Paris-Saclay, CEA, Service d'Études Analytiques et de Réactivité des Surfaces (SEARS), F-91191 Gif-sur-Yvette, France
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Fromentin E, Lebeau D, Bergounioux A, Ferry M, Reiller PE. Interactions between hydro-soluble degradation products from a radio-oxidized polyesterurethane and Eu(III) in contexts of repositories for low and intermediate level radioactive waste. RADIOCHIM ACTA 2019. [DOI: 10.1515/ract-2019-3122] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/15/2022]
Abstract
Abstract
The complexation of Eu(III) by hydro-soluble degradation products (HDPs) from a radio-oxidized polyesterurethane is investigated. The polyesterurethane Estane 5703® (PURe) is radio-oxidized at 1000 kGy with γ-rays at room temperature. The polymer is then hydrolysed by a simplified artificial cement pore water solution (pH 13.3) for 31 days at 60 °C. The HDPs within the leachate are characterized using gas chromatography-mass spectrometry, ionic chromatography, and TOC analyser. The complexation of Eu(III) is studied by time-resolved luminescence spectroscopy (TRLS). The main HDPs are adipic acid – hexane-1,6-dioic acid – and butane-1,4-diol. Unlike HDPs from non-irradiated PURe, the HDPs from 1000 kGy γ-irradiated PURe do form complexes with Eu(III) at pH 13.3. Neither adipate nor butane-1,4-diol are responsible for this complexation. The existence of several types of complexes is evidenced by TRLS and electrospray ionization mass spectroscopy (ESI-MS): complexation reactions and operational constants are proposed. The complexes formed at high pH (from 10 to 13) are different from the lower pH complexes. The lower pH complexes are studied by ESI-MS and two ligands are identified: adipate and an oligomer.
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Affiliation(s)
- Elodie Fromentin
- Den – Service d’Études du Comportement des Radionucléides (SECR), CEA, Université Paris-Saclay, F-91191 , Gif-sur-Yvette Cedex , France
| | - Diane Lebeau
- Den – Service d’Études du Comportement des Radionucléides (SECR), CEA, Université Paris-Saclay, F-91191 , Gif-sur-Yvette Cedex , France
| | - Alexandre Bergounioux
- Den – Service d’Études du Comportement des Radionucléides (SECR), CEA, Université Paris-Saclay, F-91191 , Gif-sur-Yvette Cedex , France
| | - Muriel Ferry
- Den – Service d’Études du Comportement des Radionucléides (SECR), CEA, Université Paris-Saclay, F-91191 , Gif-sur-Yvette Cedex , France
| | - Pascal E. Reiller
- Den – Service d’Etudes Analytiques et de Réactivité des Surfaces (SEARS), CEA, Université Paris-Saclay, F-91191 , Gif-sur-Yvette Cedex , France
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Chen S, Abdel-Magied AF, Fu L, Jonsson M, Forsberg K. Incorporation of strontium and europium in crystals of α-calcium isosaccharinate. JOURNAL OF HAZARDOUS MATERIALS 2019; 364:309-316. [PMID: 30384240 DOI: 10.1016/j.jhazmat.2018.10.001] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.2] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Subscribe] [Scholar Register] [Received: 04/18/2018] [Revised: 09/10/2018] [Accepted: 10/01/2018] [Indexed: 06/08/2023]
Abstract
The final repository for short-lived, low and intermediate level radioactive waste in Sweden is built to act as a passive repository. Already within a few years after closure water will penetrate the repository and conditions of high alkalinity (pH 10.5-13.5) and low temperature (< 7 °C) will prevail. The mobility of radionuclides in the repository is dependent on the radionuclides distribution between solid and liquid phases. In the present work the incorporation of strontium (II) and europium (III) in α-calcium isosaccharinate (ISA) under alkaline conditions (pH ∼10) at 5 °C and 50 °C have been studied. The results show that strontium and europium are incorporated into α-Ca(ISA)2 when crystallized both at 5 °C and 50 °C. Europium is incorporated to a greater extent than strontium. The highest incorporation of europium and strontium at 5 °C rendered the phase compositions Ca0.986Eu0.014(ISA)2 (2.4% of Eu(ISA)3 by mass) and Ca0.98Sr0.02(ISA)2 (2.2% of Sr(ISA)2 by mass). XPS spectra show that both trivalent and divalent Eu coexist in the Eu incorporated samples. Strontium ions were found to retard the elongated growth of the Ca(ISA)2 crystals. The incorporation of Sr2+ and Eu3+ into the solid phase of Ca(ISA)2 is expected to contribute to a decreased mobility of these ions in the repository.
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Affiliation(s)
- Song Chen
- Department of Chemical Engineering, KTH Royal Institute of Technology, Stockholm, Sweden
| | - Ahmed F Abdel-Magied
- Department of Chemical Engineering, KTH Royal Institute of Technology, Stockholm, Sweden
| | - Le Fu
- Department of Engineering Sciences, Uppsala University, Uppsala, Sweden
| | - Mats Jonsson
- Department of Chemistry, KTH Royal Institute of Technology, Stockholm, Sweden
| | - Kerstin Forsberg
- Department of Chemical Engineering, KTH Royal Institute of Technology, Stockholm, Sweden.
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