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Rapid and accurate identification of steel alloys by femtosecond laser-ablation spark-induced breakdown spectroscopy and machine learning 通过飞秒激光烧蚀火花诱导击穿光谱和机器学习快速准确地识别钢合金
IF 3.2 2区 化学 Q1 SPECTROSCOPY Pub Date : 2024-08-26 DOI: 10.1016/j.sab.2024.107031
Xiaoyong He , Bingyan Zhou , Yufeng Yuan , Lingan Kong

This work investigates the application of femtosecond laser-ablation spark-induced breakdown spectroscopy (fs-LA-SIBS) combined with machine learning algorithms for the rapid and accurate identification of steel alloys. Three algorithms, namely random forest (RF), support vector machine (SVM), and partial least squares identification analysis (PLS-DA), were compared and evaluated. The results indicate that, in 100 independent classifications, the RF model demonstrated an average accuracy of 0.9337, significantly surpassing the accuracies of the SVM model at 0.8281 and the PLS-DA model at 0.8646. In addition, in the evaluation of 5-fold cross-validation and the prediction set, the RF model achieved a near-perfect micro-average area under curve (AUC) of 0.9996, surpassing the AUCs of the SVM model at 0.9761 and the PLS-DA model at 0.9847. The PCA results provided valuable insights into the spectral features that most significantly contributed to the classification accuracy, further confirming the RF model's robustness and effectiveness. This integrated approach offers a powerful tool for the rapid classification and accurate identification of steel alloys in industrial applications.

本研究探讨了飞秒激光烧蚀火花诱导击穿光谱法(fs-LA-SIBS)与机器学习算法相结合在快速准确识别钢合金方面的应用。对随机森林(RF)、支持向量机(SVM)和偏最小二乘识别分析(PLS-DA)这三种算法进行了比较和评估。结果表明,在 100 次独立分类中,RF 模型的平均准确率为 0.9337,大大超过 SVM 模型的 0.8281 和 PLS-DA 模型的 0.8646。此外,在 5 倍交叉验证和预测集的评估中,RF 模型的微平均曲线下面积(AUC)达到了近乎完美的 0.9996,超过了 SVM 模型的 0.9761 和 PLS-DA 模型的 0.9847。PCA 结果提供了对分类准确性贡献最大的光谱特征的宝贵见解,进一步证实了 RF 模型的鲁棒性和有效性。这种综合方法为快速分类和准确识别工业应用中的钢合金提供了强有力的工具。
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引用次数: 0
Determining of the composition of the metallic core of historical objects from surface XRF spectrometry data 从表面 XRF 光谱数据确定历史文物金属内核的成分
IF 3.2 2区 化学 Q1 SPECTROSCOPY Pub Date : 2024-08-24 DOI: 10.1016/j.sab.2024.107030
Antonio Doménech-Carbó , Marianne Mödlinger , Giorgia Ghiara

A method for estimating the composition of the metal core in historical and archaeological artifacts using surface X-ray fluorescence (XRF) data is described. The method is based on the combination of fluorescence data recorded at points of the object with different degrees of corrosion exploiting the general phenomenon of demetallation of the less noble components of the metal alloy. A theoretical approach is provided using the Johnson–Mehl–Avrami–Erofeev-Kolmogorov (JMAEK) formalism to describe demetallation. Experimental data for binary ZnCu brass and Pb- and Sn-containing brass from Hofkirche in Innsbruck agree satisfactorily with the model.

介绍了一种利用表面 X 射线荧光 (XRF) 数据估算历史和考古文物中金属内核成分的方法。该方法利用金属合金中惰性成分脱金属的普遍现象,将物体不同腐蚀程度点上记录的荧光数据进行组合。利用约翰逊-梅尔-阿夫拉米-埃罗费耶夫-科尔莫戈罗夫(JMAEK)形式主义提供了一种理论方法来描述脱金属现象。来自因斯布鲁克 Hofkirche 的二元锌铜黄铜以及含铅和锡黄铜的实验数据与模型完全吻合。
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引用次数: 0
Outside Front Cover - Journal name, Cover image, Volume issue details, ISSN, Cover Date, Elsevier Logo and Society Logo if required 封面外侧 - 期刊名称、封面图片、卷期详情、ISSN、封面日期、爱思唯尔徽标和学会徽标(如需要
IF 3.2 2区 化学 Q1 SPECTROSCOPY Pub Date : 2024-08-21 DOI: 10.1016/S0584-8547(24)00164-2
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引用次数: 0
Enhanced plasma grating-induced breakdown spectroscopy for sensitive detection of heavy metal in solution 用于灵敏检测溶液中重金属的增强型等离子体光栅诱导击穿光谱仪
IF 3.2 2区 化学 Q1 SPECTROSCOPY Pub Date : 2024-08-17 DOI: 10.1016/j.sab.2024.107019
Fangfang Li , Mengyun Hu , Yu Qiao , Shupeng Xu , Enlai Wan , Heping Zeng

Plasma grating-induced breakdown spectroscopy (GIBS) has gained notable attention for its capacity in trace metal element detection. This study examined the utilization of plasma grating to create micropores and nanoparticles on a Si sample surface and explored their impact on GIBS. We found that the presence of these features resulted in a significant 2.4-fold enhancement in the spectral intensity of the Si plasma at a laser energy of 2.7 mJ, with micropores structures and nanoparticles promoting the plasma excitation. Furthermore, the effect of micropores structures and nanoparticles on the spectral intensities of Cr and Cd elements in water was investigated. Significantly, the spectral line intensity of heavy metal Cr and Cd in the etched area was about 4.5 and 2.6 times that of the unetched area, and the detection limit for trace levels of Cr and Cd in water was determined to be 6.40 mg/L and 75.0 mg/L, respectively. These findings highlight the promising potential of the enhanced GIBS as a more sensitive method for detecting trace metal elements in water.

等离子体光栅诱导击穿光谱(GIBS)因其在痕量金属元素检测方面的能力而备受关注。本研究利用等离子体光栅在硅样品表面形成微孔和纳米颗粒,并探讨它们对 GIBS 的影响。我们发现,在激光能量为 2.7 mJ 时,这些特征的存在使硅等离子体的光谱强度显著增强了 2.4 倍,其中微孔结构和纳米颗粒促进了等离子体的激发。此外,还研究了微孔结构和纳米颗粒对水中铬和镉元素光谱强度的影响。值得注意的是,蚀刻区重金属铬和镉的光谱线强度分别是未蚀刻区的 4.5 倍和 2.6 倍,水中痕量铬和镉的检测限分别为 6.40 毫克/升和 75.0 毫克/升。这些发现凸显了增强型 GIBS 作为一种更灵敏的检测水中痕量金属元素方法的巨大潜力。
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引用次数: 0
Continuous emission monitoring the trace Sr from simulant aerosol emission with LIPS 利用 LIPS 对模拟气溶胶排放的痕量 Sr 进行连续排放监测
IF 3.2 2区 化学 Q1 SPECTROSCOPY Pub Date : 2024-08-14 DOI: 10.1016/j.sab.2024.107015
Hongyu He , Zhixing Gao , Heng Tian , Yun He , Juntao Liu , Yuanhang Wang , Zhiyi Liu , Bing Guo

Continuous emission monitoring (CEM) of strontium in aerosols is of great significance for air pollution prevention and industrial facilities emission monitoring. Laser-induced plasma spectroscopy (LIPS, also LIBS) is a promising technology for direct and online monitoring aerosols because of the advantages of no sample preparation, rapid analysis, and online detection. An enhanced LIPS setup with high detection sensitivity and short detection cycles is integrated to meet the demand for continuous monitoring of trace element aerosols. The continuous monitoring of strontium in aerosols is introduced with an improved LIPS setup. The setup is calibrated and tested with different concentrations of strontium aerosols generated by aerosol generators. The enhanced LIPS setup can quantify 22 ng/m3 strontium in aerosol within 10 min. Based on experiments, a calibration curve for the strontium aerosol is established and the limit of detection (LOD) of the setup reaches 1.8 ng/m3, which meets the need for continuous monitoring of trace elements.

气溶胶中锶的连续排放监测(CEM)对于空气污染防治和工业设施排放监测具有重要意义。激光诱导等离子体光谱(LIPS,也称 LIBS)具有无需样品制备、快速分析和在线检测等优点,是一种很有前途的气溶胶直接在线监测技术。为了满足对痕量元素气溶胶进行连续监测的需求,我们整合了一套具有高检测灵敏度和短检测周期的增强型 LIPS 装置。气溶胶中锶的连续监测采用了改进的 LIPS 装置。利用气溶胶发生器产生的不同浓度的锶气溶胶对该装置进行了校准和测试。增强型 LIPS 设置可在 10 分钟内定量检测气溶胶中 22 纳克/立方米的锶。根据实验结果,建立了锶气溶胶的校准曲线,该装置的检测限(LOD)达到 1.8 纳克/立方米,满足了痕量元素连续监测的需要。
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引用次数: 0
Total atmospheric carbon detection by LIBS with multivariate physicochemical model based on transition and collision mechanism 利用基于过渡和碰撞机制的多元物理化学模型,通过 LIBS 检测大气中的总碳含量
IF 3.2 2区 化学 Q1 SPECTROSCOPY Pub Date : 2024-08-12 DOI: 10.1016/j.sab.2024.107018
Zhuoyan Zhou, Yifan Ge, Xinyang Zhang, Yanpeng Ye, Minglei Yang, Zhongmou Sun, Yuzhu Liu

The importance of total atmospheric carbon (TAC) has been increasingly recognized in light of the growing significance of global climate change. The concept of TAC has expanded beyond its previous focus solely on CO2 to encompass additional novel components. Here, a promising detection-analysis system for TAC quantitative detection is self-developed using LIBS and a multivariate physicochemical model based on transition and collision mechanism (MP-TC model). Spectral signals under different compositions were analyzed based on static detection. Then, a MP-TC model was developed by incorporating particle collisions and transition mechanisms. Subsequently, three dynamic monitoring were conducted analyzing the dynamic spectra obtained when CO2, CO, and CH4 were the different primary components of TAC. Interestingly, an anomalous CN transition was observed in Fuel combustion and the inhibited low vibrational transitions in symmetric molecules can be explored in CH4 gradient concentration. Additionally, each dynamic process was fitted using the MP-TC model, confirming its reliability in TAC detection and its better alignment with the observed trends.

随着全球气候变化的日益严重,人们越来越认识到大气总碳含量(TAC)的重要性。大气总碳的概念已从过去仅关注二氧化碳扩展到包含更多新成分。在此,我们利用 LIBS 和基于过渡和碰撞机制的多元物理化学模型(MP-TC 模型),自主开发了一种用于定量检测 TAC 的前景广阔的检测分析系统。在静态检测的基础上分析了不同成分下的光谱信号。然后,结合粒子碰撞和转变机制建立了 MP-TC 模型。随后,进行了三次动态监测,分析了二氧化碳、一氧化碳和甲烷作为 TAC 不同主要成分时获得的动态光谱。有趣的是,在燃料燃烧中观察到了异常的 CN 转变,而在 CH4 梯度浓度中,对称分子的低振动转变受到了抑制。此外,每个动态过程都使用 MP-TC 模型进行了拟合,证实了该模型在 TAC 检测中的可靠性,并且与观察到的趋势更加吻合。
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引用次数: 0
Elemental analysis of valuable byproducts by TXRF spectrometry: coal fly ash and activated carbon 利用 TXRF 光谱法对有价值的副产品进行元素分析:粉煤灰和活性炭
IF 3.2 2区 化学 Q1 SPECTROSCOPY Pub Date : 2024-08-10 DOI: 10.1016/j.sab.2024.107017
Amedeo Cinosi , Giacomo Siviero , Zach McCaffrey

In order to ensure that byproducts are environmentally friendly and fit for purpose, their chemical composition must be determined, with special attention to elements at trace level. The large variability in the type of matrices demands a versatile analytical technique, compatible with sample preparation methods allowing both fast composition screenings and accurate quantitative analysis.

In this work, byproducts derived from carbon-rich matrices, including coal fly ash and activated carbon from coconut and almond shells, were investigated by means of total reflection x-ray spectrometry and different sample preparations. Suspension, acid digestion, solid-liquid extraction and ashing were performed and assessed as to their complexity and detection capabilities, ranging from 0.01 mg/kg to 16 mg/kg, depending on the element and sample preparation. The internal standard quantification with gallium, aided by a variation of the standard additions method to take into account its possible presence in the samples, allowed to determine elements of environmental and technological interest, including K, Ca, Ti, V, Mn, Cr, Ni, Cu, Zn, Ga, As, Sr, Pb. Assets, limits and possible developments are presented and discussed.

为了确保副产品的环保性和适用性,必须对其化学成分进行测定,并特别关注痕量元素。在这项工作中,通过全反射 X 射线光谱法和不同的样品制备方法,研究了从富碳基质(包括粉煤灰以及椰壳和杏仁壳活性炭)中提取的副产品。根据元素和样品制备的不同,对悬浮、酸消化、固液萃取和灰化的复杂性和检测能力(从 0.01 毫克/千克到 16 毫克/千克不等)进行了评估。考虑到样品中可能存在镓,对标准添加法进行了改动,从而利用镓的内标定量法测定了环境和技术方面的元素,包括 K、Ca、Ti、V、Mn、Cr、Ni、Cu、Zn、Ga、As、Sr、Pb。报告中介绍并讨论了资产、限制和可能的发展。
{"title":"Elemental analysis of valuable byproducts by TXRF spectrometry: coal fly ash and activated carbon","authors":"Amedeo Cinosi ,&nbsp;Giacomo Siviero ,&nbsp;Zach McCaffrey","doi":"10.1016/j.sab.2024.107017","DOIUrl":"10.1016/j.sab.2024.107017","url":null,"abstract":"<div><p>In order to ensure that byproducts are environmentally friendly and fit for purpose, their chemical composition must be determined, with special attention to elements at trace level. The large variability in the type of matrices demands a versatile analytical technique, compatible with sample preparation methods allowing both fast composition screenings and accurate quantitative analysis.</p><p>In this work, byproducts derived from carbon-rich matrices, including coal fly ash and activated carbon from coconut and almond shells, were investigated by means of total reflection x-ray spectrometry and different sample preparations. Suspension, acid digestion, solid-liquid extraction and ashing were performed and assessed as to their complexity and detection capabilities, ranging from 0.01 mg/kg to 16 mg/kg, depending on the element and sample preparation. The internal standard quantification with gallium, aided by a variation of the standard additions method to take into account its possible presence in the samples, allowed to determine elements of environmental and technological interest, including K, Ca, Ti, V, Mn, Cr, Ni, Cu, Zn, Ga, As, Sr, Pb. Assets, limits and possible developments are presented and discussed.</p></div>","PeriodicalId":21890,"journal":{"name":"Spectrochimica Acta Part B: Atomic Spectroscopy","volume":"220 ","pages":"Article 107017"},"PeriodicalIF":3.2,"publicationDate":"2024-08-10","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142044492","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
Improvement of the spatial resolution of the spatial mapping of metallic coatings by using picosecond LIBS 利用皮秒激光干涉仪提高金属涂层空间绘图的空间分辨率
IF 3.2 2区 化学 Q1 SPECTROSCOPY Pub Date : 2024-08-06 DOI: 10.1016/j.sab.2024.107016
Zhenzhen Wang , Sijie Shen , Yuta Arima , Chi Li , Wangzheng Zhou , Shoujie Li , Junjie Yan , Yoshihiro Deguchi

Laser-induced breakdown spectroscopy (LIBS) has been widely applied in various fields such as environmental monitoring, materials science, and archaeological research. The current research focuses on improving the spatial resolution of elemental spatial imaging by using LIBS. The nanosecond laser is commonly used in LIBS. During the nanosecond laser ablation process, there is a thermal effect on the target material, making it difficult to further improve the spatial resolution. This study used a picosecond laser to investigate the effects of the diameter of laser focusing spot, laser energy, and laser irradiation interval on the spatial resolution of LIBS. The spatial mapping of metallic coatings by using LIBS with a spatial resolution of 1 μm was achieved by using laser energy of 0.4 μJ/pulse and irradiation interval of 0.8 μm. The LIBS measurement results are in good agreement with the scanning electron microscopy energy dispersive X-ray spectroscopy (SEM-EDS) results. This research shows that by changing the laser ablation conditions, the spatial resolution of the spatial mapping of metallic coatings by using LIBS based on picosecond laser can be reduced to 1 μm or lower.

激光诱导击穿光谱(LIBS)已广泛应用于环境监测、材料科学和考古研究等多个领域。目前的研究重点是利用 LIBS 提高元素空间成像的空间分辨率。纳秒激光通常用于 LIBS。在纳秒激光烧蚀过程中,会对目标材料产生热效应,从而难以进一步提高空间分辨率。本研究使用皮秒激光器研究了激光聚焦光斑直径、激光能量和激光照射间隔对 LIBS 空间分辨率的影响。在激光能量为 0.4 μJ/pulse 和照射间隔为 0.8 μm 时,利用 LIBS 对金属涂层进行了空间绘图,空间分辨率为 1 μm。LIBS 测量结果与扫描电子显微镜能量色散 X 射线光谱(SEM-EDS)结果非常吻合。这项研究表明,通过改变激光烧蚀条件,利用基于皮秒激光的 LIBS 对金属涂层进行空间制图的空间分辨率可以降低到 1 μm 或更低。
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引用次数: 0
Elucidation of discharge mechanisms in He- and Ar-flexible μ-tube plasmas by temporally and spatially resolved plasma optical emission phoresis spectroscopy 通过时间和空间分辨等离子体光发射磷光光谱阐明氦和氩柔性μ管等离子体中的放电机制
IF 3.2 2区 化学 Q1 SPECTROSCOPY Pub Date : 2024-08-05 DOI: 10.1016/j.sab.2024.107014
Hao Song , Caiyan Tian , Luisa Speicher , Norman Ahlmann , Sebastian Brandt , Guanghui Niu , Joachim Franzke

A Helium- and Argon-flexible μ-tube plasma (FμTP) driven by a square wave high voltage were investigated by means of temporally and spatially resolved spectroscopy to characterize the discharge mechanisms. These two discharge gases show different discharge behavior in the same FμTP-configuration. The mixtures of different concentration of propane in Ar were used as discharge gases to confirm the role of Ar+ in an Ar-FμTP by tuning the discharge behavior. It was demonstrated that, N2+ are mainly responsible for the excitation and ionization and only small amount of He+ are produced in a He-FμTP, whereas Ar-FμTP lives from Ar+. These ions as well as excited species do not propagate beyond the capillary during the negative half cycle, resulting in a negligible contribution for protonation in this half cycle. The present study proposes a new method to data analysis, Plasma Optical Emission Phoresis Spectroscopy, which allows to distinguish noble gas ions from excited noble gas species.

我们通过时间和空间分辨光谱仪研究了由方波高压驱动的氦气和氩气柔性微管等离子体(FμTP),以确定放电机制的特征。在相同的 FμTP 配置下,这两种放电气体表现出不同的放电行为。氩气中不同浓度的丙烷混合物被用作放电气体,通过调整放电行为来证实 Ar+ 在氩气-FμTP 中的作用。结果表明,N2+ 主要负责激发和电离,He-FμTP 中只产生少量 He+,而 Ar-FμTP 则由 Ar+产生。在负半周期间,这些离子和激发物种不会传播到毛细管之外,因此在这个半周内对质子化的贡献可以忽略不计。本研究提出了一种新的数据分析方法--等离子体光学发射磷光光谱法,它可以区分惰性气体离子和激发的惰性气体物种。
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引用次数: 0
Lithium isotope ratio analysis of geological samples using atomic absorption spectrometry with improved spectral resolution 利用光谱分辨率更高的原子吸收光谱法对地质样本进行锂同位素比率分析
IF 3.2 2区 化学 Q1 SPECTROSCOPY Pub Date : 2024-08-02 DOI: 10.1016/j.sab.2024.107013
Dalia Morcillo , Alexander Winckelmann , Daniel A. Frick , Lars Jacobsen , Tino Seger , Stefan Florek , Silke Richter , Jochen Vogl , Sebastian Recknagel , Ulrich Panne , Carlos Abad

This study introduces an improved spectrometric method with enhanced precision to determine isotope ratios in geological samples without chromatographic separation. Firstly, the improvement is achieved by increasing the spectral resolution of the spectrometer applied in well-known high-resolution continuum source atomic absorption spectrometry (HR-CS-AAS). The resulting resolving power and linear dispersion of the upgraded setup, which is denoted in the following as HR+CS-AAS, is well adapted to the line widths of the Li isotope components we investigated. Secondly, our proposed method combines optical absorption spectrometry with machine learning data analysis using an extreme gradient boosting algorithm (XGBoost). This method was applied to analyze certified geological reference materials with δLSVEC(7Li/6Li) (hereafter δ7Li) values ranging from −0.5 ‰ to 4.5 ‰. With a pixel related optical resolving power of λ/∆λ ≈ 780 000, we obtain precisions in δ7Li measurements from 1.0 ‰ to 2.5 ‰. The method is validated by comparing the results with multi-collector inductively coupled plasma mass spectrometry (MC-ICP-MS), confirming its metrological compatibility. This work presents a fast, robust, and reliable method for δ7Li measurement in geological samples.

本研究介绍了一种改进的光谱分析方法,该方法精度更高,无需色谱分离即可测定地质样品中的同位素比值。首先,通过提高众所周知的高分辨率连续光源原子吸收光谱法(HR-CS-AAS)所用光谱仪的光谱分辨率来实现改进。升级后的装置(下文中称为 HR+CS-AAS)的分辨能力和线性色散非常适合我们所研究的锂同位素成分的线宽。其次,我们提出的方法将光学吸收光谱法与使用极端梯度提升算法(XGBoost)的机器学习数据分析相结合。该方法适用于分析δLSVEC(7Li/6Li)(以下简称δ7Li)值范围为-0.5 ‰至4.5 ‰的认证地质参考材料。像素相关光学分辨力为 λ/∆λ ≈ 780 000,我们得到的 δ7Li 测量精度为 1.0 ‰ 至 2.5 ‰。通过与多收集器电感耦合等离子体质谱法(MC-ICP-MS)的结果比较,验证了该方法的计量兼容性。这项工作为地质样品中δ7Li 的测量提供了一种快速、稳健、可靠的方法。
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引用次数: 0
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Spectrochimica Acta Part B: Atomic Spectroscopy
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