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Development and investigation of efficient resonance ionization mass spectrometry schemes of gadolinium 钆高效共振电离质谱分析方案的开发与研究
IF 3.1 2区 化学 Q2 CHEMISTRY, ANALYTICAL Pub Date : 2025-10-21 DOI: 10.1039/D5JA00325C
Daniel Lauriola, Michael Savina, Manuel Raiwa, Whitney Harmon and Brett Isselhardt

Resonance ionization mass spectrometry of gadolinium can be used for nuclear forensics and to further the understanding of stellar nucleosynthesis but has been used only a handful of times due to the high laser power required and interference from non-resonant ionization of molecules of other elements. Herein we present the development of two novel resonance ionization spectroscopy schemes for gadolinium that provide improvements in isotopic fractionation and ionization efficiency, respectively, opening new applications for gadolinium analysis. The schemes are demonstrated and compared in a mixed sample of gadolinium and neodymium.

钆的共振电离质谱法可用于核取证和进一步了解恒星核合成,但由于需要高激光功率和其他元素分子的非共振电离干扰,仅使用了少数几次。在此,我们提出了两种新的钆共振电离光谱方案的发展,分别提供了同位素分馏和电离效率的改进,为钆分析开辟了新的应用。在钆和钕的混合样品中对这些方案进行了论证和比较。
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引用次数: 0
Automated analysis of natural variations in isotopes of silicon by the thermal decomposition of BaSiF6 通过热分解BaSiF6对硅同位素自然变化的自动分析
IF 3.1 2区 化学 Q2 CHEMISTRY, ANALYTICAL Pub Date : 2025-10-20 DOI: 10.1039/D5JA00294J
Mark A. Brzezinski, Stephen F. Rablen, Janice L. Jones, Ivia Closset and Julien T. Middleton

The performance of a new inlet system, the Nu Sil, for the automated determination of the isotopic abundances of silicon in SiF4 gas generated from the thermal decomposition of BaSiF6 is reported. The inlet system is coupled to an isotope ratio mass spectrometer through a conventional dual inlet system. The method uses straightforward and proven sample preparation chemistry that is suitable for converting the silicon in biogenic and lithogenic solids, or that dissolved in fresh or salt waters, to BaSiF6. Yields of silicon tetrafluoride are 99.8 ± 0.16%. δ30Si values obtained with the method for a variety of natural and synthetic materials agree with published values to better than 0.05‰. External long-term average δ30Si values of the solid standard NBS28, the secondary standards Big Batch and diatomite, and the reference seawater ALOHA1000 are all within 0.03‰ of their respective consensus values. Typical loading of BaSiF6 represents 10 to 40 μg of Si. The analytical rate is 30 unattended analyses daily.

本文报道了一种新型进口系统Nu Sil的性能,该系统用于自动测定BaSiF6热分解产生的SiF4气体中硅的同位素丰度。进气系统通过传统的双进气系统与同位素比质谱仪耦合。该方法使用简单且经过验证的样品制备化学方法,适用于将生物和岩石固体中的硅或溶解在淡水或盐水中的硅转化为BaSiF6。四氟化硅的产率为99.8±0.16%。该方法对多种天然材料和合成材料的δ30Si值与已发表的值一致,均优于0.05‰。固体标准品NBS28、二级标准品Big Batch和硅藻土、参考海水ALOHA1000的外部长期平均δ30Si值均在各自共识值的0.03‰以内。BaSiF6的典型负载为10 ~ 40 μg的Si。分析率为每天30次无人值守分析。
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引用次数: 0
High sensitive detection of arsenic and selenium using a portable hydride generation-atmospheric pressure glow discharge atomic emission spectrometer 便携式氢化物发生-大气压辉光放电原子发射光谱仪对砷和硒的高灵敏度检测
IF 3.1 2区 化学 Q2 CHEMISTRY, ANALYTICAL Pub Date : 2025-10-17 DOI: 10.1039/D5JA00261C
Jinmei Wang, Jialong Li, Peichao Zheng, Ruipeng Li, Biao Li, Biyong Zhang, Lianbo Guo, Hongwu Tian and Daming Dong

Selenium (Se) and arsenic (As) are essential or toxic trace elements that require sensitive on-site monitoring. However, conventional atomic spectrometric techniques such as inductively coupled plasma atomic emission spectrometry (ICP-AES) are restricted to laboratory use due to high power consumption and bulky infrastructure. This study developed a field-deployable analytical system by integrating a self-designed, lithium-ion battery-powered microplasma excitation source with an optimized hydride generation module, resulting in a miniaturized atmospheric pressure glow discharge atomic emission spectrometer (HG–APGD-AES). The instrument achieves laboratory-grade analytical sensitivity under ultra-low resource consumption conditions. Under optimized conditions for the HG system and APGD excitation system, detection limits of 0.24 μg L−1 for As and 0.36 μg L−1 for Se were achieved, with excellent linearity (R2 > 0.998) and precision (<1.5% RSD, n = 10). The spectrometer's performance was validated using certified reference materials (BWB2261-2016, BWB2007-2016F) and natural water samples from the Yangtze River, Tushan Lake, and Binan River. Results demonstrate high accuracy, stability, and analytical efficiency, supporting the spectrometer's suitability for on-site environmental monitoring of Se and As.

硒(Se)和砷(As)是必需的或有毒的微量元素,需要敏感的现场监测。然而,传统的原子光谱技术,如电感耦合等离子体原子发射光谱(ICP-AES),由于高功耗和庞大的基础设施,限制了实验室的使用。本研究开发了一种可现场部署的分析系统,将自行设计的锂离子电池驱动的微等离子体激励源与优化的氢化物生成模块集成在一起,形成了小型化的大气压辉光放电原子发射光谱仪(HG-APGD-AES)。该仪器在超低资源消耗条件下达到实验室级的分析灵敏度。在HG系统和APGD激励系统的优化条件下,砷的检出限为0.24 μg L−1,硒的检出限为0.36 μg L−1,具有良好的线性关系(R2 > 0.998)和精密度(<1.5% RSD, n = 10)。采用标准物质(BWB2261-2016、BWB2007-2016F)和长江、涂山湖、滨南河天然水样对该光谱仪的性能进行验证。结果表明,该光谱仪具有较高的准确度、稳定性和分析效率,适用于硒和砷的现场环境监测。
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引用次数: 0
Natural chromite as a reference material for LA-ICP-MS analyses: development and calibration 天然铬铁矿作为LA-ICP-MS分析的标准物质:开发和校准
IF 3.1 2区 化学 Q2 CHEMISTRY, ANALYTICAL Pub Date : 2025-10-16 DOI: 10.1039/D5JA00299K
Dan Chen, Zhihui Dai, Liemeng Chen, Zhenhui Hou, Dengfeng Li and Tingguang Lan

This study comprehensively characterizes the natural chromite reference material UG1-W and establishes a methodological framework for its quantitative LA-ICP-MS analysis. Integrated mineralogical and geochemical analysis confirms exceptional homogeneity and validates optimized calibration approaches for UG1-W. High-resolution BSE imaging combined with automated mineralogy (TIMA) reveals a chromite–plagioclase dominated microstructure (80.8% chromite and 17.3% plagioclase) with minor accessory phases. Multi-analytical methods (LA-ICP-MS, EPMA, ICP-OES, ICP-MS, and TXRF) are employed to verify the homogeneity of both major and trace elements. Systematic calibration assessments yield three key findings: (1) persistent matrix-induced analytical biases occur when using synthetic glass standards; (2) calibration strategies yield divergent results despite employing internal standards; (3) matrix-matched calibration achieves superior accuracy for chromite analysis, exhibiting relative deviations below 5% against certified values. Collectively, this work establishes UG1-W as a homogeneous chromite reference material and unequivocally demonstrates the necessity of matrix-matched standardization for accurate LA-ICP-MS analysis of chromite. These findings significantly improve the measurement accuracy for refractory mineral systems and provide a robust analytical framework for geochemical studies of chromite-bearing lithologies.

本研究全面表征了天然铬铁矿标准物质UG1-W,并建立了其定量LA-ICP-MS分析的方法学框架。综合矿物学和地球化学分析证实了UG1-W异常的均匀性,并验证了优化的校准方法。高分辨率BSE成像结合自动矿物学分析(TIMA)显示出以铬铁矿-斜长石为主的微观结构(80.8%铬铁矿和17.3%斜长石),并伴有少量辅助相。采用多分析方法(LA-ICP-MS、EPMA、ICP-OES、ICP-MS、TXRF)验证了主微量元素的均匀性。系统的校准评估产生了三个关键发现:(1)在使用合成玻璃标准品时,持续存在由基质引起的分析偏差;(2)尽管采用了内部标准,但校准策略的结果存在差异;(3)矩阵匹配校准实现了铬铁矿分析的卓越精度,与认证值的相对偏差低于5%。总之,这项工作建立了UG1-W作为一个均匀的铬铁矿标准物质,并明确地证明了对准确的LA-ICP-MS分析铬铁矿进行基质匹配标准化的必要性。这些发现显著提高了难选矿物系统的测量精度,为含铬铁矿岩性的地球化学研究提供了强有力的分析框架。
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引用次数: 0
Highly accurate classification of herbals relying on toxic elements via laser-induced breakdown spectroscopy and chemometrics 通过激光诱导击穿光谱和化学计量学对依赖有毒元素的草药进行高度准确的分类
IF 3.1 2区 化学 Q2 CHEMISTRY, ANALYTICAL Pub Date : 2025-10-14 DOI: 10.1039/D5JA00328H
Chenwei Zhu, Qizhong Pan, Zhanjian Lin and Xiangyou Li

Herbals play a crucial role in maintaining human health owing to their therapeutic properties. However, herbals with excessive copper (Cu), manganese (Mn), and lead (Pb) are common due to pollution. Conventional detection methods for toxic elements are time-consuming and prone to contamination. Laser-induced breakdown spectroscopy (LIBS), a technology based on plasma analysis, offers rapid detection. Combining LIBS with chemometrics has become a popular approach for herbal detection. However, identifying toxic elements remains challenging due to difficulties in extracting relevant spectral variables. This study proposed using normalized mutual information (NMI) for variable extraction, while the student psychology-based optimization (SPBO)-kernel extreme learning machine (KELM) was used to classify herbals based on Cu, Mn, and Pb contents. The results showed that the number of extracted variables was only 0.018%, 0.073%, and 0.66% of total variables. Compared with principal component analysis-KELM, NMI-KELM improved average accuracy and F1 by 5.00% and 2.87%. With SPBO optimization, NMI-KELM's average accuracy and F1 increased to 94.00% and 93.14%. This study provided a foundation for the rapid and accurate classification of herbals based on toxic element content.

草药由于其治疗特性,在维持人类健康方面起着至关重要的作用。然而,由于污染,含有过量铜(Cu),锰(Mn)和铅(Pb)的草药很常见。传统的有毒元素检测方法耗时长,且容易受到污染。激光诱导击穿光谱(LIBS)是一种基于等离子体分析的技术,可提供快速检测。LIBS与化学计量学相结合已成为一种流行的草药检测方法。然而,由于提取相关光谱变量的困难,识别有毒元素仍然具有挑战性。本研究提出采用归一化互信息(NMI)进行变量提取,采用基于学生心理的优化(SPBO)-核极限学习机(KELM)对药材进行Cu、Mn、Pb含量分类。结果表明,提取的变量数仅占总变量数的0.018%、0.073%和0.66%。与主成分分析- kelm相比,NMI-KELM的平均精度和F1分别提高了5.00%和2.87%。经过SPBO优化后,NMI-KELM的平均准确率和F1分别提高到94.00%和93.14%。本研究为基于有毒元素含量对中草药进行快速准确的分类奠定了基础。
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引用次数: 0
Online correction of matrix effects for boron isotope analysis in tourmaline using nano-secondary-ion mass spectrometry 纳米二次离子质谱法分析电气石中硼同位素时基质效应的在线校正
IF 3.1 2区 化学 Q2 CHEMISTRY, ANALYTICAL Pub Date : 2025-10-14 DOI: 10.1039/D5JA00320B
Shaohua Dong, Youwei Chen, Jian-Feng Gao, Xianwu Bi and Ruizhong Hu

Boron isotopes serve as a effective tracers for fluid-related geological processes. Tourmaline is a boron-rich mineral, making it an ideal medium for B isotopic studies. However, matrix effects, particularly instrumental mass fractionation (IMF), can significantly affect the accuracy of B isotope analysis performed using secondary ion mass spectrometry (SIMS). Conventional correction methods typically rely on offline coupling of major element contents determined via electron probe microanalysis (EPMA) and B isotope ratios measured using SIMS; however, these methods are time-consuming and susceptible to spatial mismatch. This study introduces an online matrix effect correction method using NanoSIMS, eliminating the need for EPMA data. B isotope analysis revealed a strong linear correlation (R2 > 0.93) between IMF and the FeOT + MnO content of tourmaline, suggesting that Fe/Mn substitution is likely the primary factor governing IMF. Subsequently, an online matrix correction for the B isotope ratio was established by simultaneously measuring the 58Fe+/10B+, 55Mn+/10B+ ratios and the B isotope ratio (11B+/10B+), utilizing a binary linear regression model. Nine tourmaline reference materials with diverse compositions were analyzed and corrected using this online correction method, yielding δ11B values that are consistent with the recommended reference values within the uncertainty range. Overall, this approach enhances analytical efficiency and reliability, enabling high-precision B isotope tracing in complex geological processes.

硼同位素是流体相关地质过程的有效示踪剂。电气石是一种富含硼的矿物,是B同位素研究的理想介质。然而,基质效应,特别是仪器质量分馏(IMF),会显著影响使用次级离子质谱(SIMS)进行B同位素分析的准确性。传统的校正方法通常依赖于通过电子探针微量分析(EPMA)测定的主要元素含量和使用SIMS测量的B同位素比率的离线耦合;然而,这些方法耗时长且容易受到空间不匹配的影响。本文介绍了一种基于NanoSIMS的矩阵效应在线校正方法,消除了对EPMA数据的需求。B同位素分析显示,IMF与电气石中FeOT + MnO含量呈较强的线性相关(R2 > 0.93),表明Fe/Mn取代可能是影响IMF的主要因素。随后,利用二元线性回归模型,通过同时测量58Fe+/10B+、55Mn+/10B+比值和B同位素比值(11B+/10B+),建立了B同位素比值的在线矩阵校正。采用该在线校正方法对9种不同成分的碧玺标准物质进行了分析和校正,得到的δ11B值在不确定度范围内与推荐参考值一致。总体而言,该方法提高了分析效率和可靠性,能够在复杂地质过程中实现高精度的B同位素示踪。
{"title":"Online correction of matrix effects for boron isotope analysis in tourmaline using nano-secondary-ion mass spectrometry","authors":"Shaohua Dong, Youwei Chen, Jian-Feng Gao, Xianwu Bi and Ruizhong Hu","doi":"10.1039/D5JA00320B","DOIUrl":"https://doi.org/10.1039/D5JA00320B","url":null,"abstract":"<p >Boron isotopes serve as a effective tracers for fluid-related geological processes. Tourmaline is a boron-rich mineral, making it an ideal medium for B isotopic studies. However, matrix effects, particularly instrumental mass fractionation (IMF), can significantly affect the accuracy of B isotope analysis performed using secondary ion mass spectrometry (SIMS). Conventional correction methods typically rely on offline coupling of major element contents determined <em>via</em> electron probe microanalysis (EPMA) and B isotope ratios measured using SIMS; however, these methods are time-consuming and susceptible to spatial mismatch. This study introduces an online matrix effect correction method using NanoSIMS, eliminating the need for EPMA data. B isotope analysis revealed a strong linear correlation (<em>R</em><small><sup>2</sup></small> &gt; 0.93) between IMF and the FeO<small><sup>T</sup></small> + MnO content of tourmaline, suggesting that Fe/Mn substitution is likely the primary factor governing IMF. Subsequently, an online matrix correction for the B isotope ratio was established by simultaneously measuring the <small><sup>58</sup></small>Fe<small><sup>+</sup></small>/<small><sup>10</sup></small>B<small><sup>+</sup></small>, <small><sup>55</sup></small>Mn<small><sup>+</sup></small>/<small><sup>10</sup></small>B<small><sup>+</sup></small> ratios and the B isotope ratio (<small><sup>11</sup></small>B<small><sup>+</sup></small>/<small><sup>10</sup></small>B<small><sup>+</sup></small>), utilizing a binary linear regression model. Nine tourmaline reference materials with diverse compositions were analyzed and corrected using this online correction method, yielding <em>δ</em><small><sup>11</sup></small>B values that are consistent with the recommended reference values within the uncertainty range. Overall, this approach enhances analytical efficiency and reliability, enabling high-precision B isotope tracing in complex geological processes.</p>","PeriodicalId":81,"journal":{"name":"Journal of Analytical Atomic Spectrometry","volume":" 11","pages":" 3294-3305"},"PeriodicalIF":3.1,"publicationDate":"2025-10-14","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"145384667","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":2,"RegionCategory":"化学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
High-efficiency and high-precision analysis of barium isotope ratios achieved through in-tandem column purification and ICP optimization 通过串联柱净化和ICP优化,实现了高效高精度的钡同位素比分析
IF 3.1 2区 化学 Q2 CHEMISTRY, ANALYTICAL Pub Date : 2025-10-14 DOI: 10.1039/D5JA00304K
Hao-Ran Duan, Zhi-Yong Zhu, Suo-Han Tang, Yi-Ming Huo, Zheng-Yu Long, Kun-Feng Qiu and Xiang-Kun Zhu

Barium (Ba) isotopes have emerged as powerful tracers in geochemical, environmental, and cosmochemical studies. However, achieving high-precision Ba isotope measurements remains challenging due to matrix removal, procedural blanks, isotopic ratio measurement uncertainties, and accurate mass bias correction. Here, we develop a robust analytical protocol for δ137/134Ba determination using a 130Ba–135Ba double spike on a Nu Plasma II MC-ICP-MS. Our method employs an in-tandem micro-column chromatography (AG50-X12 cation-exchange resin followed by Sr-Spec™ resin) to efficiently purify Ba from matrix elements with minimal acid consumption. By eliminating intermediate evaporation and re-dissolution steps, we achieve rapid purification of Ba with a procedural blank of only 278 pg, negligible for most geological samples. Both MATLAB simulations and experimental validation suggested an optimal of ∼20% double-spike proportion in the spike-sample mixture. Additionally, we found that a 200 ppb Ba concentration balances sample consumption, signal intensity and Faraday cup performance. To further refine sampling strategies and minimize isobaric interferences, we mapped the spatial distributions of Ba and Xenon (Xe) ion intensities, and isotope ratios in the ICP both in wet and dry plasma conditions, identifying a stable plasma region where Ba isotope ratios show minimal variability and Xe interference is low. We demonstrate that even trace matrix elements (a few millivolts in intensity) can significantly impact the precision in isotope ratio measurements. The method achieves a long-term external reproducibility better than 0.03‰ (2SD). Analyses of twelve geological reference materials (AGV-2, BCR-2, BHVO-2, BIR-1a, COQ-1, DTS-2B, GSO-2, GSP-2, GSR-8, JF-1, RGM-2, and SCo-1) yield δ137/134Ba values consistent with published data except for three previously unreported materials (DTS-2B, JF-1, and SCo-1), confirming the reliability of the proposed method. This protocol provides a robust foundation for the mechanism of ion interaction in the ICP and contributes to high-precision Ba isotope applications across diverse geological processes.

钡(Ba)同位素已成为地球化学、环境和宇宙化学研究中强有力的示踪剂。然而,由于基体去除、程序空白、同位素比测量不确定性和精确的质量偏差校正,实现高精度Ba同位素测量仍然具有挑战性。本文采用Nu等离子体II MC-ICP-MS上的130Ba-135Ba双峰,建立了一套可靠的δ137/134Ba测定分析方案。我们的方法采用串联微柱色谱法(AG50-X12阳离子交换树脂和Sr-Spec™树脂),以最少的酸消耗从基质元素中高效地纯化Ba。通过消除中间蒸发和再溶解步骤,我们实现了Ba的快速纯化,程序空白仅为278 pg,对于大多数地质样品可以忽略不计。MATLAB模拟和实验验证都表明,峰值-样品混合物中双峰值的最佳比例为~ 20%。此外,我们发现200 ppb Ba浓度可以平衡样品消耗、信号强度和法拉第杯性能。为了进一步完善采样策略并减少等压干扰,我们绘制了干湿等离子体条件下ICP中Ba和氙(Xe)离子强度和同位素比值的空间分布,确定了Ba同位素比值变化最小且Xe干扰低的稳定等离子体区域。我们证明,即使是微量的矩阵元素(几毫伏的强度)也会显著影响同位素比测量的精度。该方法的长期外部重现性优于0.03‰(2SD)。对12种地质参考物质(AGV-2、BCR-2、BHVO-2、BIR-1a、COQ-1、DTS-2B、GSO-2、GSP-2、GSR-8、JF-1、RGM-2和SCo-1)的δ137/134Ba值进行分析,除3种以前未报道的物质(DTS-2B、JF-1和SCo-1)外,结果与已发表的数据一致,证实了该方法的可靠性。该协议为ICP中离子相互作用机制提供了坚实的基础,并有助于在不同地质过程中的高精度Ba同位素应用。
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引用次数: 0
XBD-1 and PT-1 scheelites: potential reference materials for SIMS oxygen isotope analysis XBD-1和PT-1白钨矿:SIMS氧同位素分析的潜在参考物质
IF 3.1 2区 化学 Q2 CHEMISTRY, ANALYTICAL Pub Date : 2025-10-14 DOI: 10.1039/D5JA00311C
Jiao Li, Aleksei Melnik, Xiao-Xiao Ling, Yu Liu, Guo-Qiang Tang, Qiu-Li Li, Feng-Tai Tong, Ming-Chao Li, Yong-Bo Peng, Hong-Xia Ma and Xian-Hua Li

Scheelite is a common accessory mineral and an essential component of tungsten ores. Its U–Pb dating, chemical compositions, and oxygen isotopes provide critical information on the timing and genesis of scheelite-bearing ores and the nature and evolution of the ore-forming fluids. In situ analysis by secondary ion mass spectrometry (SIMS) is the only option for oxygen isotope investigation of natural scheelite crystals, as they commonly exhibit complex growth zoning and contain inclusions. However, there is a current lack of well-characterized scheelite reference materials for SIMS oxygen isotope analysis. This study thus characterizes two natural scheelite samples (XBD-1 and PT-1) as working reference materials for in situ oxygen isotopic analysis of this mineral by employing secondary ion mass spectrometry (SIMS). Our SIMS analyses reveal that both XBD-1 and PT-1 scheelite samples exhibit homogeneous oxygen isotopic compositions with their 1SD being 0.2‰ (n = 117) and 0.3‰ (n = 101), respectively, supporting their use as reference materials for high-precision SIMS δ18O analysis of scheelite. Laser fluorination isotopic ratio mass spectrometry yields mean δ18O values of 8.57 ± 0.20‰ (1SD, n = 2) for XBD-1 and −6.21 ± 0.20‰ (1SD, n = 3) for PT-1, which are recommended as reference oxygen isotopic values of these materials.

白钨矿是一种常见的辅助矿物,是钨矿的重要组成部分。它的U-Pb定年、化学成分和氧同位素为含白钨矿的形成时间和成因以及成矿流体的性质和演化提供了重要信息。二次离子质谱(SIMS)原位分析是研究天然白钨矿晶体氧同位素的唯一选择,因为它们通常表现出复杂的生长区带并含有包裹体。然而,目前还缺乏表征良好的白钨矿用于SIMS氧同位素分析的参考物质。因此,本研究选择了两种天然白钨矿样品(XBD-1和PT-1)作为参考物质,利用二次离子质谱法(SIMS)对该矿物进行原位氧同位素分析。SIMS分析表明,XBD-1和PT-1白钨矿样品的氧同位素组成均匀,1SD分别为0.2‰(n = 117)和0.3‰(n = 101),可作为白钨矿高精度SIMS δ18O分析的参考物质。激光氟化同位素比值质谱法测得XBD-1的δ18O平均值为8.57±0.20‰(1SD, n = 2), PT-1的δ18O平均值为- 6.21±0.20‰(1SD, n = 3),推荐作为这些材料的参考氧同位素值。
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引用次数: 0
Semi-supervised graph learning for spatial mapping of heavy metal concentrations in smelter-adjacent soils using a mobile LIBS device 基于移动LIBS设备的半监督图学习在冶炼厂邻近土壤中重金属浓度的空间映射
IF 3.1 2区 化学 Q2 CHEMISTRY, ANALYTICAL Pub Date : 2025-10-13 DOI: 10.1039/D5JA00313J
Yanhong Gu, Zhen Li, Shichao Jin, Zhao Cheng and Fudong Nian

Heavy metal concentrations in soils near smelters are critical indicators for assessing soil quality, ecological risks, and potential health threats. However, accurate monitoring remains challenging due to soil matrix complexity and limited labeled spectral data. This study presents a semi-supervised learning framework based on a teacher–student model combined with GraphSAGE. The approach incorporates intra-group consistency constraints to map laser-induced breakdown spectroscopy (LIBS) spectra to the concentrations of Cr, Cu, Cd, Pb, and Zn. Spectral data were preprocessed using Savitzky–Golay filtering, normalization, feature selection, and PCA. The resulting components served as inputs to the model. Under the fully labeled dataset, the GraphSAGE-based framework outperformed conventional sequence models (LSTM and Transformer), achieving lower mean absolute percentage error (MAPE), generally reduced root mean squared error of prediction (RMSEP), and improved precision reflected by a lower mean relative standard deviation (mean RSD) on the labeled test set. By integrating unlabeled samples via the semi-supervised strategy, the teacher–student framework further improved model robustness and predictive stability, lowering MAPE to 5.23% (Cu), 2.73% (Cr), 5.82% (Pb), 4.90% (Zn), and 6.29% (Cd), with corresponding reductions in RMSEP and mean RSD. Finally, the optimized model mapped heavy metal distributions across the study area. Concentrations were high near the smelter and peaked in downwind zones. These patterns align with the atmospheric transport of smelter-derived particulates, confirming their dominant role in dispersion. The proposed method offers a practical tool for environmental monitoring and supports precision remediation strategies.

冶炼厂附近土壤重金属浓度是评价土壤质量、生态风险和潜在健康威胁的重要指标。然而,由于土壤基质的复杂性和有限的标记光谱数据,精确监测仍然具有挑战性。本研究提出了一种基于师生模型结合GraphSAGE的半监督学习框架。该方法结合了组内一致性约束,将激光诱导击穿光谱(LIBS)映射到Cr, Cu, Cd, Pb和Zn的浓度。采用Savitzky-Golay滤波、归一化、特征选择和主成分分析对光谱数据进行预处理。得到的组件作为模型的输入。在完全标记的数据集下,基于graphsage的框架优于传统序列模型(LSTM和Transformer),实现了更低的平均绝对百分比误差(MAPE),总体上降低了预测的均方根误差(RMSEP),并通过降低标记测试集的平均相对标准偏差(mean RSD)来提高精度。通过半监督策略整合未标记样本,师生框架进一步提高了模型的稳健性和预测稳定性,MAPE降至5.23% (Cu)、2.73% (Cr)、5.82% (Pb)、4.90% (Zn)和6.29% (Cd), RMSEP和平均RSD相应降低。最后,利用优化后的模型绘制了整个研究区的重金属分布图。冶炼厂附近的浓度很高,在顺风区达到峰值。这些模式与冶炼产生的微粒的大气输送相一致,证实了它们在扩散中的主导作用。该方法为环境监测提供了一种实用的工具,并支持精确的修复策略。
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引用次数: 0
Multi-method approaches for gamma spectrometry software: calibration, peak analysis, and corrections 多方法方法的伽马能谱软件:校准,峰分析,和修正
IF 3.1 2区 化学 Q2 CHEMISTRY, ANALYTICAL Pub Date : 2025-10-10 DOI: 10.1039/D5JA00301F
Lahcen El Amri, Omar El Bounagui, Hamid Amsil, Brahim Elmokhtari, Abdessamad Didi, Hamid Bounouira and Abdelmajid El Badraoui

Numerous methods and techniques have been developed over time in gamma spectrometry to analyze spectra using specialized software. Review-type publications in gamma spectroscopy generally do not present certain methods that nevertheless exist and are used. This article presents a collection of various approaches, both old and new, applied at each stage of gamma spectrum analysis to identify and quantify the radioisotopes present in a sample, while also discussing the strengths and limitations of each method. The objective is to offer the reader a clear and structured view of the available tools, thereby facilitating the development of more efficient and accurate analysis software. It covers the entire process, from the raw spectrum to the final data interpretation, including peak detection, centroid fitting, peak shape correction, 511 keV peak correction, coincidence correction, radioisotope identification, and activity calculation. Finally, several data resources developed by our team, including source code, are freely available to support developers in designing or improving spectral analysis software, particularly for HPGe detectors.

随着时间的推移,许多方法和技术已经发展在伽马能谱分析光谱使用专门的软件。在伽马光谱学的评论型出版物通常没有提出某些方法,然而存在和使用。本文介绍了各种方法的集合,既有旧的,也有新的,应用于伽马谱分析的每个阶段,以识别和量化样品中存在的放射性同位素,同时还讨论了每种方法的优点和局限性。目标是为读者提供可用工具的清晰和结构化视图,从而促进更有效和准确的分析软件的开发。它涵盖了从原始光谱到最终数据解释的整个过程,包括峰检测、质心拟合、峰形状校正、511 keV峰校正、重合校正、放射性同位素鉴定和活度计算。最后,我们团队开发的一些数据资源,包括源代码,可以免费获得,以支持开发人员设计或改进光谱分析软件,特别是用于HPGe探测器。
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Journal of Analytical Atomic Spectrometry
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