Based on the previous optimal concentration of Er3+/Yb3+/Mo4+ co-doped BiTa7O19 (BTO) samples, Sc3+ or Sb is planned to be doped into BTO:Er3+/Yb3+/Mo4+ for further improving the upconversion luminescence (UCL) intensity under 980-nm laser excitation. A series of BTO:Er3+/Yb3+/Mo4+/Sc3+ and BTO:Er3+/Yb3+/Mo4+/Sb samples are prepared by high-temperature solid-phase sintering method. The microstructure and UCL properties are investigated by X-ray diffraction, Raman, X-ray photoelectron spectroscopy (XPS), diffuse reflection, and luminescence spectrum. The green UCL intensity of BTO:Er3+/Yb3+/Mo4+/Sb is little better than that of BTO:Er3+/Yb3+/Mo4+/Sc3+, which reaches 2.40 times than that of β-NaYF4:Er3+/Yb3+. XPS results show that Sc is 3+, Mo is 4+, and Sb is 3+ and 5+. Raman spectra show that BTO:Er3+/Yb3+/Mo4+/Sb has lower phonon energy and more disorder than BTO:Er3+/Yb3+/Mo4+/Sc3+. The maximum relative temperature sensitivity is got as 0.01012 K−1 at 303 K based on luminescence intensity ratio technology. BTO:Er3+/Yb3+/Mo4+/Sb has outstanding pure green UCL intensity, which can be applied to luminescence display and temperature sensing.
{"title":"Enhancing upconversion luminescence intensity of BiTa7O19:Er3+/Yb3+/Mo4+ by doping Sc3+ or Sb","authors":"Lei Li, Yongze Cao, Guojian Li, Xianglan Yan, Xuekai Wang, Xizhen Zhang, Baojiu Chen","doi":"10.1111/jace.20160","DOIUrl":"https://doi.org/10.1111/jace.20160","url":null,"abstract":"<p>Based on the previous optimal concentration of Er<sup>3+</sup>/Yb<sup>3+</sup>/Mo<sup>4+</sup> co-doped BiTa<sub>7</sub>O<sub>19</sub> (BTO) samples, Sc<sup>3+</sup> or Sb is planned to be doped into BTO:Er<sup>3+</sup>/Yb<sup>3+</sup>/Mo<sup>4+</sup> for further improving the upconversion luminescence (UCL) intensity under 980-nm laser excitation. A series of BTO:Er<sup>3+</sup>/Yb<sup>3+</sup>/Mo<sup>4+</sup>/Sc<sup>3+</sup> and BTO:Er<sup>3+</sup>/Yb<sup>3+</sup>/Mo<sup>4+</sup>/Sb samples are prepared by high-temperature solid-phase sintering method. The microstructure and UCL properties are investigated by X-ray diffraction, Raman, X-ray photoelectron spectroscopy (XPS), diffuse reflection, and luminescence spectrum. The green UCL intensity of BTO:Er<sup>3+</sup>/Yb<sup>3+</sup>/Mo<sup>4+</sup>/Sb is little better than that of BTO:Er<sup>3+</sup>/Yb<sup>3+</sup>/Mo<sup>4+</sup>/Sc<sup>3+</sup>, which reaches 2.40 times than that of β-NaYF<sub>4</sub>:Er<sup>3+</sup>/Yb<sup>3+</sup>. XPS results show that Sc is 3+, Mo is 4+, and Sb is 3+ and 5+. Raman spectra show that BTO:Er<sup>3+</sup>/Yb<sup>3+</sup>/Mo<sup>4+</sup>/Sb has lower phonon energy and more disorder than BTO:Er<sup>3+</sup>/Yb<sup>3+</sup>/Mo<sup>4+</sup>/Sc<sup>3+</sup>. The maximum relative temperature sensitivity is got as 0.01012 K<sup>−1</sup> at 303 K based on luminescence intensity ratio technology. BTO:Er<sup>3+</sup>/Yb<sup>3+</sup>/Mo<sup>4+</sup>/Sb has outstanding pure green UCL intensity, which can be applied to luminescence display and temperature sensing.</p>","PeriodicalId":200,"journal":{"name":"Journal of the American Ceramic Society","volume":"108 1","pages":""},"PeriodicalIF":3.5,"publicationDate":"2024-09-25","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142574199","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"RegionCategory":"材料科学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Ibrahim A. Shabaan, Karam Jabbour, Mehar Un Nisa, Abdul Ghafoor Abid, Nasreen Bibi, Mohammad Numair Ansari, Abdul Rasheed Rasid, Sumaira Manzoor, Muhammad Abdullah, Muhammad Naeem Ashiq
https://doi.org/10.1111/jace.19517
The article corrects “Tailored engineering of zinc carbide triggered by N-enriched carbon nanotubes for prospective water splitting” with https://doi.org/10.1111/jace.19517, authored by Ibrahim A. Shabaan, Karam Jabbour, Mehar Un Nisa, Abdul Ghafoor Abid, Nasreen Bibi, Mohammad Numair Ansari, Abdul Rasheed Rasid, Sumaira Manzoor, Muhammad Abdullah, and Muhammad Naeem Ashiq.
The affiliation of Muhammad Naeem Ashiq was mistakenly written number 4 which is actually number 3. We really apologize for it.
We have observed that in the submission process, the XRD, FTIR, and XPS (survey spectrum) analysis provided in the manuscript was processed via baseline correction and data smoothed to remediate the noised spectrum, carried out on OriginPro software. The baseline correction and smoothening of data has caused slight deviation from the raw data, which may lead the reader of the prestigious journal to be confused. Thus, we have provided unprocessed (not baseline and smoothed) plots for these figures. This would cause no change on the scientific discussion and text.
We apologize for the inconvenience and would be much more careful in future submissions.
https://doi.org/10.1111/jace.19517The 文章更正 "Tailored engineering of zinc carbide triggered by N-enriched carbon nanotubes for prospective water splitting",https://doi.org/10.1111/jace.19517、作者:Ibrahim A. Shabaan、Karam Jabbour、Mehar Un Nisa、Abdul Ghafoor Abid、Nasreen Bibi、Mohammad Numair Ansari、Abdul Rasheed Rasid、Sumaira Manzoor、Muhammad Abdullah 和 Muhammad Naeem Ashiq。Muhammad Naeem Ashiq 的所属单位被误写为 4 号,实际上是 3 号。我们注意到,在投稿过程中,稿件中提供的 XRD、FTIR 和 XPS(勘测光谱)分析是通过 OriginPro 软件进行基线校正和数据平滑处理的,以修复噪声光谱。基线校正和数据平滑处理导致原始数据略有偏差,这可能会让这本著名期刊的读者感到困惑。因此,我们为这些数据提供了未经处理(非基线和平滑)的图表。这不会对科学讨论和文本造成任何影响。 我们对造成的不便深表歉意,并将在今后的投稿中更加谨慎。
{"title":"Correction to: Tailored engineering of zinc carbide triggered by N-enriched carbon nanotubes for prospective water splitting","authors":"Ibrahim A. Shabaan, Karam Jabbour, Mehar Un Nisa, Abdul Ghafoor Abid, Nasreen Bibi, Mohammad Numair Ansari, Abdul Rasheed Rasid, Sumaira Manzoor, Muhammad Abdullah, Muhammad Naeem Ashiq","doi":"10.1111/jace.20165","DOIUrl":"https://doi.org/10.1111/jace.20165","url":null,"abstract":"<p>https://doi.org/10.1111/jace.19517</p><p>The article corrects “Tailored engineering of zinc carbide triggered by N-enriched carbon nanotubes for prospective water splitting” with https://doi.org/10.1111/jace.19517, authored by Ibrahim A. Shabaan, Karam Jabbour, Mehar Un Nisa, Abdul Ghafoor Abid, Nasreen Bibi, Mohammad Numair Ansari, Abdul Rasheed Rasid, Sumaira Manzoor, Muhammad Abdullah, and Muhammad Naeem Ashiq.</p><p>The affiliation of Muhammad Naeem Ashiq was mistakenly written number 4 which is actually number 3. We really apologize for it.</p><p>We have observed that in the submission process, the XRD, FTIR, and XPS (survey spectrum) analysis provided in the manuscript was processed via baseline correction and data smoothed to remediate the noised spectrum, carried out on OriginPro software. The baseline correction and smoothening of data has caused slight deviation from the raw data, which may lead the reader of the prestigious journal to be confused. Thus, we have provided unprocessed (not baseline and smoothed) plots for these figures. This would cause no change on the scientific discussion and text. </p><p>We apologize for the inconvenience and would be much more careful in future submissions.</p>","PeriodicalId":200,"journal":{"name":"Journal of the American Ceramic Society","volume":"108 1","pages":""},"PeriodicalIF":3.5,"publicationDate":"2024-09-24","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://onlinelibrary.wiley.com/doi/epdf/10.1111/jace.20165","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142574150","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"RegionCategory":"材料科学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
This study investigates the structural, electrical, leakage current, and magnetic characteristics of the double perovskite material Nd2NiTiO6 synthesized through the sol–gel citrate auto-ignition method. The Rietveld refinement of the X-ray diffraction patterns confirmed a monoclinic symmetry (space group P21/n) with an ordered arrangement of alternate NiO6 and TiO6 octahedra. Impedance spectroscopic analysis exhibited the material's non–Debye-type relaxation mechanism and semi-conductive nature. AC conduction analysis revealed that the conduction of charge carriers occurs via the nonoverlapping small polaron hopping mechanism, consistent with Mott's variable range hopping model. Temperature- and frequency-dependent dielectric measurements were interpreted using the Maxwell–Wagner interfacial polarization model. The analysis of thermal- and field-dependent leakage currents established that conduction is ohmic, which the Schottky barrier model explains. Studies on magnetization ruled out the presence of magnetic ordering connected to indirect interaction between Ni2+ ions via Ti4+ ions and the rare-earth cation (Nd3+) moment.
{"title":"Structural, electrical, leakage current, and magnetic characteristics of double perovskite Nd2NiTiO6","authors":"Sujan Malik, Abhigyan Dutta","doi":"10.1111/jace.20150","DOIUrl":"https://doi.org/10.1111/jace.20150","url":null,"abstract":"<p>This study investigates the structural, electrical, leakage current, and magnetic characteristics of the double perovskite material Nd<sub>2</sub>NiTiO<sub>6</sub> synthesized through the sol–gel citrate auto-ignition method. The Rietveld refinement of the X-ray diffraction patterns confirmed a monoclinic symmetry (space group P2<sub>1</sub>/n) with an ordered arrangement of alternate NiO<sub>6</sub> and TiO<sub>6</sub> octahedra. Impedance spectroscopic analysis exhibited the material's non–Debye-type relaxation mechanism and semi-conductive nature. AC conduction analysis revealed that the conduction of charge carriers occurs via the nonoverlapping small polaron hopping mechanism, consistent with Mott's variable range hopping model. Temperature- and frequency-dependent dielectric measurements were interpreted using the Maxwell–Wagner interfacial polarization model. The analysis of thermal- and field-dependent leakage currents established that conduction is ohmic, which the Schottky barrier model explains. Studies on magnetization ruled out the presence of magnetic ordering connected to indirect interaction between Ni<sup>2+</sup> ions via Ti<sup>4+</sup> ions and the rare-earth cation (Nd<sup>3+</sup>) moment.</p>","PeriodicalId":200,"journal":{"name":"Journal of the American Ceramic Society","volume":"108 1","pages":""},"PeriodicalIF":3.5,"publicationDate":"2024-09-24","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142574210","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"RegionCategory":"材料科学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Xin Li, Jian Tang, Jia Qiao, Bin Chen, Hongfang Shen
High-activity TiB2 submicron powders were synthesized via microwave-assisted carbothermal reduction, and their oxidation behavior at 550°C–1000°C for 0.5–1.5 h in air atmosphere was carried out by the isothermal oxidation test. The phase composition and microstructure evolution of the oxidation products were performed by X-ray diffraction (XRD), X-ray photoelectron spectroscopy (XPS), and scanning electron microscopy (SEM). It was established that TiB2 submicron powders had been significantly oxidized at 550°C, and the oxidation products were TiO2 and B2O3. Hexagonal plate-like TiB2 grains had been completely disappeared, and fragmented into uniform nano-scale spherical TiO2 particles after being oxidized at 1000°C for 1 h, accompanied by the violent evaporation of B2O3 products at temperatures above 1000°C. In addition, the corresponding oxidation kinetics was investigated by using a non-isothermal thermogravimetric (TG)–differential scanning calorimetry (DSC) technique. The results showed that the Mample power law (n = 1) was the most probable mechanism function, and the oxidation activation energy E of TiB2 submicron powders was 640.58 kJ/mol.
{"title":"Oxidation mechanism and kinetics of TiB2 submicron powders in air","authors":"Xin Li, Jian Tang, Jia Qiao, Bin Chen, Hongfang Shen","doi":"10.1111/jace.20135","DOIUrl":"https://doi.org/10.1111/jace.20135","url":null,"abstract":"<p>High-activity TiB<sub>2</sub> submicron powders were synthesized via microwave-assisted carbothermal reduction, and their oxidation behavior at 550°C–1000°C for 0.5–1.5 h in air atmosphere was carried out by the isothermal oxidation test. The phase composition and microstructure evolution of the oxidation products were performed by X-ray diffraction (XRD), X-ray photoelectron spectroscopy (XPS), and scanning electron microscopy (SEM). It was established that TiB<sub>2</sub> submicron powders had been significantly oxidized at 550°C, and the oxidation products were TiO<sub>2</sub> and B<sub>2</sub>O<sub>3</sub>. Hexagonal plate-like TiB<sub>2</sub> grains had been completely disappeared, and fragmented into uniform nano-scale spherical TiO<sub>2</sub> particles after being oxidized at 1000°C for 1 h, accompanied by the violent evaporation of B<sub>2</sub>O<sub>3</sub> products at temperatures above 1000°C. In addition, the corresponding oxidation kinetics was investigated by using a non-isothermal thermogravimetric (TG)–differential scanning calorimetry (DSC) technique. The results showed that the Mample power law (<i>n</i> = 1) was the most probable mechanism function, and the oxidation activation energy <i>E</i> of TiB<sub>2</sub> submicron powders was 640.58 kJ/mol.</p>","PeriodicalId":200,"journal":{"name":"Journal of the American Ceramic Society","volume":"108 1","pages":""},"PeriodicalIF":3.5,"publicationDate":"2024-09-23","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142573897","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"RegionCategory":"材料科学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
This study investigates the synthesis and characterization of Al2O3 nanoparticles derived from multilayered packaging (MLP) waste, specifically postconsumer coffee capsules, and evaluates their efficacy in fluoride adsorption from aqueous solutions. The nanoparticles were synthesized using a facile thermal degradation technique followed by leaching and precipitation processes. Characterization techniques, including inductively coupled plasma-mass spectroscopy, XRF, Fourier transform infrared spectroscopy, X-ray diffraction, and transmission electron microscope, confirmed the formation of γ-Al2O3 nanoparticles with a cubic crystal structure. The adsorption process was found to be endothermic and spontaneous, with a maximum adsorption capacity of 9.60 mg/g. Kinetic studies revealed that the pseudo-second order model best described the adsorption process, indicating a complex multistep mechanism involving both physisorption in the initial rapid adsorption and chemisorption in the latter slower phase. The Freundlich–Langmuir isotherm provided the best fit for equilibrium data suggesting a complex adsorption mechanism involving both homogeneous and heterogeneous surface interactions. The presence of competing anions, particularly carbonate and phosphate, significantly affected the adsorption efficiency. This research demonstrates the potential of upcycling MLP waste into valuable adsorbents for wastewater treatment applications, offering both environmental and economic benefits.
{"title":"Unearthing waste resources: Nano-adsorbents from complex packaging waste for fluoride detoxification of water","authors":"Bikesh Ghinangju, Rumana Hossain, Veena Sahajwalla","doi":"10.1111/jace.20132","DOIUrl":"https://doi.org/10.1111/jace.20132","url":null,"abstract":"<p>This study investigates the synthesis and characterization of Al<sub>2</sub>O<sub>3</sub> nanoparticles derived from multilayered packaging (MLP) waste, specifically postconsumer coffee capsules, and evaluates their efficacy in fluoride adsorption from aqueous solutions. The nanoparticles were synthesized using a facile thermal degradation technique followed by leaching and precipitation processes. Characterization techniques, including inductively coupled plasma-mass spectroscopy, XRF, Fourier transform infrared spectroscopy, X-ray diffraction, and transmission electron microscope, confirmed the formation of γ-Al<sub>2</sub>O<sub>3</sub> nanoparticles with a cubic crystal structure. The adsorption process was found to be endothermic and spontaneous, with a maximum adsorption capacity of 9.60 mg/g. Kinetic studies revealed that the pseudo-second order model best described the adsorption process, indicating a complex multistep mechanism involving both physisorption in the initial rapid adsorption and chemisorption in the latter slower phase. The Freundlich–Langmuir isotherm provided the best fit for equilibrium data suggesting a complex adsorption mechanism involving both homogeneous and heterogeneous surface interactions. The presence of competing anions, particularly carbonate and phosphate, significantly affected the adsorption efficiency. This research demonstrates the potential of upcycling MLP waste into valuable adsorbents for wastewater treatment applications, offering both environmental and economic benefits.</p>","PeriodicalId":200,"journal":{"name":"Journal of the American Ceramic Society","volume":"108 1","pages":""},"PeriodicalIF":3.5,"publicationDate":"2024-09-23","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://onlinelibrary.wiley.com/doi/epdf/10.1111/jace.20132","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142573815","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"RegionCategory":"材料科学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
The competition between surficial and volumetric diffusion during the sintering process for ceramic polymorphism at different sintering temperatures is worth deeply exploring. In the current work, various sintering cases of mixed TiO2 nanoparticles with rutile and anatase types were investigated and the effects of crystalline phase, sintering temperature, and particle size on the sintering process were systematically investigated. The difference in thermodynamic stability and surficial activity of the crystalline phase could promote the decomposition and densification of the nanoparticles. Comparing the mixed-phase sintering process at different sintering temperatures, the results showed that the particle binding process at low temperature relied mainly on surficial diffusion, however, volumetric diffusion played a crucial role at high temperature. The internal occurrence of volumetric diffusion inhibited the surficial diffusion, resulting in a smaller diameter of the sintering neck and a different sintering rate. In the case of sintering three nanoparticles with rutile and anatase types, it could be found that the decomposition of nanoparticles is more uniform in mixed-phase sintering at high temperatures and the sintering rate is not significantly influenced by the sintering temperature. This work demonstrates the advantage of a mixed-phase sintering strategy for TiO2 nanoparticles, which could provide insight into ceramic materials with polymorphism.
{"title":"Competition between surficial and volumetric diffusion in sintering TiO2 polymorphs by molecular dynamics simulation","authors":"Jiang Li, Haozhen Yang, Deqiang Yin, Wenli Pi","doi":"10.1111/jace.20126","DOIUrl":"https://doi.org/10.1111/jace.20126","url":null,"abstract":"<p>The competition between surficial and volumetric diffusion during the sintering process for ceramic polymorphism at different sintering temperatures is worth deeply exploring. In the current work, various sintering cases of mixed TiO<sub>2</sub> nanoparticles with rutile and anatase types were investigated and the effects of crystalline phase, sintering temperature, and particle size on the sintering process were systematically investigated. The difference in thermodynamic stability and surficial activity of the crystalline phase could promote the decomposition and densification of the nanoparticles. Comparing the mixed-phase sintering process at different sintering temperatures, the results showed that the particle binding process at low temperature relied mainly on surficial diffusion, however, volumetric diffusion played a crucial role at high temperature. The internal occurrence of volumetric diffusion inhibited the surficial diffusion, resulting in a smaller diameter of the sintering neck and a different sintering rate. In the case of sintering three nanoparticles with rutile and anatase types, it could be found that the decomposition of nanoparticles is more uniform in mixed-phase sintering at high temperatures and the sintering rate is not significantly influenced by the sintering temperature. This work demonstrates the advantage of a mixed-phase sintering strategy for TiO<sub>2</sub> nanoparticles, which could provide insight into ceramic materials with polymorphism.</p>","PeriodicalId":200,"journal":{"name":"Journal of the American Ceramic Society","volume":"108 1","pages":""},"PeriodicalIF":3.5,"publicationDate":"2024-09-20","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142574144","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"RegionCategory":"材料科学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Surface ablation temperature and linear ablation rate are two crucial indicators for ceramic coatings under ultrahigh temperatures service, yet the results collection of such two indicators in the process is difficult due to the long-period material preparation and the high-cost test. In this work, four kinds of machine learning models are applied to predict the above two indicators. The Random Forest (RF) model exhibits a high accuracy of 87% in predicting surface ablation temperature, while a low accuracy of 60% in linear ablation rate. To optimize the model, the novel features are constructed based on the original features by the sum of the importance weights in the model. Thereafter, the importance of the newly constructed features increases significantly, and the accuracy of the optimized RF model is improved by 11%, exceeding 70% in accuracy. By validation with available data and experiments, the optimized model demonstrates precise predictions of the target variables.
{"title":"High-temperature ablation resistance prediction of ceramic coatings using machine learning","authors":"Jia Sun, Zhixiang Zhang, Yujia Zhang, Xuemeng Zhang, Jingjing Guo, Qiangang Fu, Lianwei Wu","doi":"10.1111/jace.20136","DOIUrl":"https://doi.org/10.1111/jace.20136","url":null,"abstract":"<p>Surface ablation temperature and linear ablation rate are two crucial indicators for ceramic coatings under ultrahigh temperatures service, yet the results collection of such two indicators in the process is difficult due to the long-period material preparation and the high-cost test. In this work, four kinds of machine learning models are applied to predict the above two indicators. The Random Forest (RF) model exhibits a high accuracy of 87% in predicting surface ablation temperature, while a low accuracy of 60% in linear ablation rate. To optimize the model, the novel features are constructed based on the original features by the sum of the importance weights in the model. Thereafter, the importance of the newly constructed features increases significantly, and the accuracy of the optimized RF model is improved by 11%, exceeding 70% in accuracy. By validation with available data and experiments, the optimized model demonstrates precise predictions of the target variables.</p>","PeriodicalId":200,"journal":{"name":"Journal of the American Ceramic Society","volume":"108 1","pages":""},"PeriodicalIF":3.5,"publicationDate":"2024-09-20","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142574137","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"RegionCategory":"材料科学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Firas Shuaib, Guido Ori, Philippe Thomas, Olivier Masson, Assil Bouzid
We present a hybrid similarity kernel that exemplifies the integration of short- and long-range descriptors via the use of an average kernel approach. This technique allows for a direct measure of the similarity between amorphous configurations, and when combined with an active learning (AL) spectral clustering approach, it leads to a classification of the amorphous configurations into uncorrelated clusters. Subsequently, a minimum size database is built by considering a small fraction of configurations belonging to each cluster and a machine learning interatomic potential (MLIP), within the Gaussian approximation scheme, is fitted by relying on a Bayesian optimization of the potential hyperparameters. This step is embedded within an AL loop that allows to sequentially increase the size of the learning database whenever the MLIP fails to meet a predefined energy convergence threshold. As such, MLIP are fitted in an almost fully automatized fashion. This approach is tested on two diverse amorphous systems that were previously generated using first-principles molecular dynamics. Accurate potentials with less than 2 meV/atom root mean square energy error compared to the reference data are obtained. This accuracy is achieved with only 175 configurations sampling the studied systems at various temperatures. The robustness of these potentials is then confirmed by producing models with several thousands of atoms featuring a good agreement with reference ab initio and experimental data.
我们提出了一种混合相似性内核,它通过使用平均内核方法体现了短程和长程描述符的整合。这种技术可以直接测量非定常构型之间的相似性,并与主动学习(AL)光谱聚类方法相结合,将非定常构型分类为不相关的聚类。随后,通过考虑属于每个聚类的一小部分构型,建立一个最小规模的数据库,并在高斯近似方案中,依靠对势能超参数的贝叶斯优化,拟合机器学习原子间势能(MLIP)。这一步骤被嵌入到一个 AL 循环中,每当 MLIP 无法达到预定的能量收敛阈值时,就可以依次增加学习数据库的大小。因此,MLIP 几乎是以完全自动化的方式拟合的。这种方法在两个不同的无定形系统上进行了测试,这两个系统是之前使用第一原理分子动力学生成的。与参考数据相比,获得的精确势能均方根能量误差小于 2 meV/原子。在不同温度下,仅用 175 个配置对所研究的体系进行采样,就达到了这一精确度。然后,通过生成具有数千个原子的模型,证实了这些势的稳健性,其特点是与参考的 ab initio 和实验数据具有良好的一致性。
{"title":"Multikernel similarity-based clustering of amorphous systems and machine-learned interatomic potentials by active learning","authors":"Firas Shuaib, Guido Ori, Philippe Thomas, Olivier Masson, Assil Bouzid","doi":"10.1111/jace.20128","DOIUrl":"https://doi.org/10.1111/jace.20128","url":null,"abstract":"<p>We present a hybrid similarity kernel that exemplifies the integration of short- and long-range descriptors via the use of an average kernel approach. This technique allows for a direct measure of the similarity between amorphous configurations, and when combined with an active learning (AL) spectral clustering approach, it leads to a classification of the amorphous configurations into uncorrelated clusters. Subsequently, a minimum size database is built by considering a small fraction of configurations belonging to each cluster and a machine learning interatomic potential (MLIP), within the Gaussian approximation scheme, is fitted by relying on a Bayesian optimization of the potential hyperparameters. This step is embedded within an AL loop that allows to sequentially increase the size of the learning database whenever the MLIP fails to meet a predefined energy convergence threshold. As such, MLIP are fitted in an almost fully automatized fashion. This approach is tested on two diverse amorphous systems that were previously generated using first-principles molecular dynamics. Accurate potentials with less than 2 meV/atom root mean square energy error compared to the reference data are obtained. This accuracy is achieved with only 175 configurations sampling the studied systems at various temperatures. The robustness of these potentials is then confirmed by producing models with several thousands of atoms featuring a good agreement with reference ab initio and experimental data.</p>","PeriodicalId":200,"journal":{"name":"Journal of the American Ceramic Society","volume":"108 1","pages":""},"PeriodicalIF":3.5,"publicationDate":"2024-09-20","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://onlinelibrary.wiley.com/doi/epdf/10.1111/jace.20128","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142574136","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"RegionCategory":"材料科学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Helium (He) exerts significant influence on the physicochemical, structural, and electronic properties of pyrochlores. This paper reviews recent advancements in computer simulations aimed at stabilizing nuclear waste, focusing on disordered structures of pyrochlores, zirconate pyrochlores, and high-entropy pyrochlores. Using Pu-La2Zr2O7 as a case study, we demonstrate how a first-principles approach facilitates the understanding of how He modifies the structural and electronic properties of this system. The incorporation of He interstitials in Pu-La2Zr2O7 typically leads to an expansion in lattice constant and volume swelling. Analysis of the formation energies in this system reveals that octahedral interstitial sites or zirconium (Zr) vacancy sites are favored for He occupation, resulting in the formation of substitutional He atoms. The low concentration of He atoms in Pu-La2Zr2O7 reduces the formation energy of cation antisite defects. Bader charge analysis indicates that the < Zr-O > bond exerts a greater influence on the irradiation resistance of the He-Pu-La2Zr2O7 system compared to the < La-O > bond. Moreover, the capacity for He interstitials increases with higher Pu concentration in the octahedrons.
氦气(He)对热胶体的物理化学、结构和电子特性具有重大影响。本文回顾了旨在稳定核废料的计算机模拟的最新进展,重点是热胶体、锆酸盐热胶体和高熵热胶体的无序结构。以 Pu-La2Zr2O7 为例,我们展示了第一原理方法如何帮助理解 He 如何改变该体系的结构和电子特性。在 Pu-La2Zr2O7 中加入 He 间隙通常会导致晶格常数和体积膨胀。对该体系形成能量的分析表明,八面体间隙位点或锆(Zr)空位有利于 He 占据,从而形成置换的 He 原子。He 原子在 Pu-La2Zr2O7 中的低浓度降低了阳离子反位缺陷的形成能。Bader 电荷分析表明,与 La-O 键相比,Zr-O 键对 He-Pu-La2Zr2O7 体系的抗辐照能力影响更大。此外,八面体中的钚浓度越高,He间隙的容量就越大。
{"title":"First-principles study of helium incorporation in Pu-La2Zr2O7 pyrochlore","authors":"Chenguang Liu, Rongrong Gao, Xiaoyi Xia, Kunjie Yang, Yuelin Liu, Pan Yang, Qing Peng, Fei Gao","doi":"10.1111/jace.20119","DOIUrl":"https://doi.org/10.1111/jace.20119","url":null,"abstract":"<p>Helium (He) exerts significant influence on the physicochemical, structural, and electronic properties of pyrochlores. This paper reviews recent advancements in computer simulations aimed at stabilizing nuclear waste, focusing on disordered structures of pyrochlores, zirconate pyrochlores, and high-entropy pyrochlores. Using Pu-La<sub>2</sub>Zr<sub>2</sub>O<sub>7</sub> as a case study, we demonstrate how a first-principles approach facilitates the understanding of how He modifies the structural and electronic properties of this system. The incorporation of He interstitials in Pu-La<sub>2</sub>Zr<sub>2</sub>O<sub>7</sub> typically leads to an expansion in lattice constant and volume swelling. Analysis of the formation energies in this system reveals that octahedral interstitial sites or zirconium (Zr) vacancy sites are favored for He occupation, resulting in the formation of substitutional He atoms. The low concentration of He atoms in Pu-La<sub>2</sub>Zr<sub>2</sub>O<sub>7</sub> reduces the formation energy of cation antisite defects. Bader charge analysis indicates that the < Zr-O > bond exerts a greater influence on the irradiation resistance of the He-Pu-La<sub>2</sub>Zr<sub>2</sub>O<sub>7</sub> system compared to the < La-O > bond. Moreover, the capacity for He interstitials increases with higher Pu concentration in the octahedrons.</p>","PeriodicalId":200,"journal":{"name":"Journal of the American Ceramic Society","volume":"108 1","pages":""},"PeriodicalIF":3.5,"publicationDate":"2024-09-20","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142574143","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"RegionCategory":"材料科学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Nigarish Bano, Sumaira Manzoor, Abdus Sami, Syed Imran Abbas Shah, Ali Junaid, Muhammad Yousaf Ur Rehman, Razan A. Alshgari, Muhammad Fahad Ehsan, Muhammad Naeem Ashiq
The presentation of Figures 1 and 2 in the published manuscript is smooth and baseline corrected, which may cause difficulty for readers of the journal. Therefore, we want to present the raw version of these figures without smoothing or baseline correction. Additionally, Figure 2 had a labeling issue which now has been corrected. We apologize for these mistakes which will not affect the scientific conclusions.
{"title":"Correction to: Fabrication of vanadium telluride anchored on carbon nanotubes nanocomposite for overall water splitting","authors":"Nigarish Bano, Sumaira Manzoor, Abdus Sami, Syed Imran Abbas Shah, Ali Junaid, Muhammad Yousaf Ur Rehman, Razan A. Alshgari, Muhammad Fahad Ehsan, Muhammad Naeem Ashiq","doi":"10.1111/jace.20142","DOIUrl":"10.1111/jace.20142","url":null,"abstract":"<p>The presentation of Figures 1 and 2 in the published manuscript is smooth and baseline corrected, which may cause difficulty for readers of the journal. Therefore, we want to present the raw version of these figures without smoothing or baseline correction. Additionally, Figure 2 had a labeling issue which now has been corrected. We apologize for these mistakes which will not affect the scientific conclusions.</p>","PeriodicalId":200,"journal":{"name":"Journal of the American Ceramic Society","volume":"108 1","pages":""},"PeriodicalIF":3.5,"publicationDate":"2024-09-19","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://onlinelibrary.wiley.com/doi/epdf/10.1111/jace.20142","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142257141","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"RegionCategory":"材料科学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}