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High-precision coal classification using laser-induced breakdown spectroscopy (LIBS) coupled with the CST-PCA-based ISSA-KELM 激光诱导击穿光谱(LIBS)与基于cst - pca的ISSA-KELM相结合的高精度煤分类
IF 3.1 2区 化学 Q2 CHEMISTRY, ANALYTICAL Pub Date : 2024-12-04 DOI: 10.1039/D4JA00249K
Shuaijun Li, Xiaojian Hao, Biming Mo, Junjie Chen, Hongkai Wei, Junjie Ma, Xiaodong Liang and Heng Zhang

As one of the main energy sources in human production and life, the accurate and rapid classification of coal is of great significance to industrial production and the control of pollution emissions. However, the complex composition and highly similar elemental composition of coal with different physical properties and chemical composition lead to a high degree of similarity in coal spectral data measured by laser-induced breakdown spectroscopy (LIBS), which poses a great challenge to accurate classification and identification work. In this paper, based on LIBS technology, we integrate the chi-square test (CST) and principal component analysis (PCA) to construct a quadratic dimensionality reduction network (CST-PCA), and for the first time, we propose a new improved sparrow search algorithm (ISSA) by introducing spatial pyramid matching (SPM) chaotic mapping, adaptive inertia weights (w) and Gaussian mutation, and combine it with kernel based extreme learning machine (KELM) to construct an ISSA-KELM data classification model to classify and identify seven types of coal samples. Firstly, 2520 12248-dimensional coal spectral data were preprocessed using a combination of the chi-square test (CST) and principal component analysis (PCA). The KELM was hyper-parameter optimised using ISSA. By comparing with the unoptimized model, the accuracy of coal classification reaches 99.773%. The experimental results show that the CST-PCA-based ISSA-KELM algorithm effectively optimizes the parameters, improves the classification accuracy of coal, and provides a new data processing scheme for accurate qualitative analysis of coal.

煤炭作为人类生产和生活的主要能源之一,准确、快速的分类对工业生产和污染排放的控制具有重要意义。然而,不同物理性质和化学成分的煤的组成复杂,元素组成高度相似,导致激光诱导击穿光谱(LIBS)测量的煤光谱数据高度相似,这对准确分类和鉴定工作提出了很大的挑战。本文基于LIBS技术,将卡方检验(CST)和主成分分析(PCA)相结合,构建了二次降维网络(CST-PCA),并首次引入空间金字塔匹配(SPM)混沌映射、自适应惯性权值(w)和高斯突变,提出了一种新的改进的麻雀搜索算法(ISSA)。并将其与基于核的极限学习机(KELM)相结合,构建ISSA-KELM数据分类模型,对7种煤样进行分类识别。首先,采用卡方检验(CST)和主成分分析(PCA)相结合的方法对2520份12248维煤光谱数据进行预处理。采用ISSA对KELM进行超参数优化。与未优化模型相比,煤的分类准确率达到99.773%。实验结果表明,基于cst - pca的ISSA-KELM算法有效地优化了参数,提高了煤的分类精度,为煤的准确定性分析提供了一种新的数据处理方案。
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引用次数: 0
Ultra-trace elemental determination of Si by means of graphite furnace-atomic absorption spectrometry† 石墨炉-原子吸收光谱法测定超痕量元素硅
IF 3.1 2区 化学 Q2 CHEMISTRY, ANALYTICAL Pub Date : 2024-12-04 DOI: 10.1039/D4JA00360H
Annika Schulze, Maximilian von Bremen-Kühne, Philipp Albert, Christoph Krösche and Cornel Venzago

The significance of Si determination has increased with the rise of production of silanes, siloxanes and silicones. The determination of Si plays an important role to determine the presence of such compounds in solution and provide quantitative data. For most methods, lower limits of detection of Si so far have been in the mg L−1 to μg L−1 range. However, to comply with the maximum levels for Si absorption through food and dietary supplements, trace determination of Si in the very low μg L−1 to high ng L−1 range is required. In this study, a method for determining ultra-trace amounts of Si in food simulants, ethanol, and acetic acid, was developed using GF-AAS. The method was validated according to the guidelines set by the FDA, and the results showed Si quantification limits of 0.2 μg L−1 and 0.4 μg L−1 for ethanol and acetic acid, respectively.

硅的测定意义随着硅烷、硅氧烷和有机硅产量的增加而增加。Si的测定对确定溶液中此类化合物的存在和提供定量数据具有重要作用。对于大多数方法,迄今为止,硅的检测下限在mg L−1到μ L−1范围内。然而,为了符合通过食品和膳食补充剂吸收Si的最大水平,需要在极低μg L−1到高ng L−1范围内进行微量Si测定。本研究建立了一种测定食品模拟物、乙醇和乙酸中超微量Si的方法。结果表明,乙醇和乙酸中Si的定量限分别为0.2 μg L−1和0.4 μg L−1。
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引用次数: 0
Spectroscopic characterization of uranium atoms in uranium-dioxide laser-produced plasma in a high-vacuum environment†
IF 3.1 2区 化学 Q2 CHEMISTRY, ANALYTICAL Pub Date : 2024-12-04 DOI: 10.1039/D4JA00189C
Akira Kuwahara, Kenta Murakami, Yuki Mizushima and Hideki Tomita

The expansion dynamics of target particles are crucial for rapid isotope analysis using resonance ionization mass spectrometry (RIMS) combined with laser ablation as an atomization source. The spatial and temporal spectral signatures in laser-produced plasma (LPP) provide insights for applying RIMS to understand the expansion behavior of target particles. In this study, diode laser absorption spectroscopy was employed to observe U atoms in UO2 LPP in a high-vacuum environment (3.0 × 10−4 Pa). Results showed the remarkable differences in the expansion dynamics of U atoms compared to Al atoms. Specifically, the UO2 ablation plume had a double layer due to charged particles, and the spectra of the U atoms do not exhibit clear spectral splitting. Moreover, the U atoms in the 5L6 ground state and low-lying 5K5 meta-stable state (notably, >99% of U atoms generally exist in both energy states) are probed to examine their distributions between the two energy states. The results reveal that approximately 28–38% of the U atoms are distributed in the 5K5 meta-stable state because of thermal excitation. These quantitative insights provide a clear pathway toward advancing the applications of laser ablation.

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引用次数: 0
Determination of ultralow iridium concentration in small geological samples using isotope dilution coupled with multiple ion counting inductively coupled plasma mass spectrometry† 利用同位素稀释和多离子计数电感耦合等离子体质谱法测定小型地质样品中的超低铱浓度†。
IF 3.1 2区 化学 Q2 CHEMISTRY, ANALYTICAL Pub Date : 2024-12-04 DOI: 10.1039/D4JA00374H
Cheng Xu, Weiqiang Li and Shichao An

Concentrations of Ir in natural samples can provide useful information for tracing a variety of geological and planetary processes; however, efficient, sensitive, and precise analysis of Ir contents remains challenging, especially for crustal samples that are highly depleted in Ir (i.e., at the pg g−1 level). Here we report an analytical method for determining ultralow Ir contents (pg g−1 level) in small geological samples (<1 g) by the isotope dilution method (ID) using a multiple ion counting inductively coupled plasma mass spectrometer. An 191Ir-enriched spike was mixed with the sample during sample digestion, followed by the separation and purification of Ir from the rock matrix using AG MP-1 anion exchange resin. Ir isotope ratios were analyzed on a Nu 1700 Sapphire MC-ICP-MS using the multiple ion counting. Our tests indicated that the use of collision cell mass spectrometry with helium and hydrogen as the collision/reaction gases did not offer benefits in removing isobaric interferences for Ir isotope analysis. However, through the combination of chemical purification with conventional wet-plasma mass spectrometry, we attained sufficient accuracy for Ir analysis at ultralow levels. The total procedural blank and detection limit for this method were determined to be 7.6 ± 3.5 pg (2σ, N = 10) and 0.35 pg g−1, respectively. To validate the accuracy of this analytical method, a K-Pg boundary reference sample (DINO-1) and six USGS reference materials were analyzed, and the obtained results were consistent with previous studies. Furthermore, we report Ir contents in other 11 international geological reference materials with low Ir abundance, demonstrating the applicability of this method in studying ultralow Ir content samples associated with magmatic processes, supergene processes and impact events.

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引用次数: 0
A new calcite reference material for in situ oxygen isotope analysis using secondary ion mass spectrometry: development and application constraints† 一种用于二次离子质谱原位氧同位素分析的方解石标准物质:发展和应用限制
IF 3.1 2区 化学 Q2 CHEMISTRY, ANALYTICAL Pub Date : 2024-12-03 DOI: 10.1039/D4JA00345D
Xuna Yin, Miaohong He, Le Zhang, Wenfeng Deng, Yangrui Guo, Zexian Cui, Qing Yang, Yanqiang Zhang and Gangjian Wei

The oxygen isotopic microanalysis of calcite is essential for obtaining high spatial resolution data linked to microstructures, a challenge for conventional techniques. This analysis, however, relies heavily on matrix-matched reference materials, of which only a few calcite standards are available. In this study, an inorganically precipitated calcite vein sample (WS-1) was evaluated through 225 SIMS oxygen isotope analyses and was found to have a homogeneous isotopic composition, with an external reproducibility ≤0.21‰ (1σ), suggesting its potential as a SIMS reference material. The precise δ18OVPDB value, determined via traditional gas-source IRMS, was −16.52 ± 0.13‰ (1SD). Matrix effects were assessed using various carbonates, including abiotic aragonite (VS001/1-A), three abiotic calcites (NBS18, Cal-1, WS-1), and a high-Mg calcite (gorgonian coral). The results revealed negligible matrix effects between abiotic aragonite and calcites but significant differences between calcites and high-Mg calcite, likely due to Mg content or differences in biogenic crystal morphology and trace organic composition. This study demonstrates the utility of in situ oxygen isotopic microanalysis for calcite but emphasizes the need for caution when analyzing high-Mg calcitic skeletons.

方解石的氧同位素微分析对于获得与微观结构相关的高空间分辨率数据至关重要,这是传统技术的一个挑战。然而,这种分析在很大程度上依赖于基质匹配的参考物质,其中只有少数方解石标准物可用。本文通过225次SIMS氧同位素分析对某无机沉淀方解石脉样(WS-1)进行了评价,发现其同位素组成均匀,外部重现性≤0.21‰(1σ),具有作为SIMS参考物质的潜力。通过传统气源IRMS测定的δ18OVPDB精确值为- 16.52±0.13‰(1SD)。基质效应采用多种碳酸盐进行评估,包括非生物文石(VS001/1-A)、三种非生物方解石(NBS18、Cal-1、WS-1)和一种高镁方解石(柳珊瑚)。结果显示,非生物文石和方解石之间的基质效应可以忽略不计,但方解石和高镁方解石之间存在显著差异,这可能是由于镁含量或生物成因晶体形态和微量有机成分的差异。这项研究证明了原位氧同位素微分析方解石的实用性,但强调了在分析高镁方解石骨架时需要谨慎。
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引用次数: 0
Quantitative sizing of microplastics up to 20 µm using ICP-TOFMS† 使用ICP-TOFMS定量测量微塑料至20微米。
IF 3.1 2区 化学 Q2 CHEMISTRY, ANALYTICAL Pub Date : 2024-12-03 DOI: 10.1039/D4JA00323C
Fazzolari Sandro, Hattendorf Bodo and Günther Detlef

A fundamental study of four different sample introduction systems was carried out to evaluate the upper size limit of microplastics measured by inductively coupled plasma-time-of-flight-mass spectrometry (ICP-TOFMS). Three different, certified microplastic samples (PS, PMMA and PVC) within a size range of 3–20 µm in suspension were measured. In this study, no particles larger than 10 µm could be detected using pneumatic nebulization for sample introduction. However, we were able to extend the upper size limit to 20 µm by either using a falling-tube device or a vertical downwards-pointing ICP-TOFMS. Particle transport efficiencies could only be estimated and were within a range of 13% to 184%. The particle size was quantified by using dissolved citric acid (non-matrix matched) and agreed with reference values. The critical size values were 2.3 µm for PS, 2.4 µm for PMMA and 3.0 µm for PVC. Additionally, in the case of PVC, chlorine could also be detected and the critical size value was 3.9 µm based on the 35Cl+ ion signal.

为了评估电感耦合等离子体飞行时间质谱(ICP-TOFMS)测量微塑料的尺寸上限,对四种不同的进样系统进行了基础研究。三种不同的认证微塑料样品(PS, PMMA和PVC)在悬浮液的尺寸范围为3-20µm。在本研究中,采用气动雾化进样不能检测到大于10µm的颗粒。然而,通过使用降管装置或垂直向下指向的ICP-TOFMS,我们能够将上限尺寸限制扩展到20 μ m。粒子输运效率只能估计在13%到184%的范围内。用溶解的柠檬酸(非基质匹配)定量测定颗粒大小,与参考值一致。PS的临界尺寸为2.3µm, PMMA为2.4µm, PVC为3.0µm。此外,PVC也可以检测到氯,根据35Cl+离子信号,临界尺寸值为3.9µm。
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引用次数: 0
Influence of the distance between the focused point and Al surface on atomic and molecular emission spectra in air 焦点与Al表面距离对空气中原子和分子发射光谱的影响
IF 3.1 2区 化学 Q2 CHEMISTRY, ANALYTICAL Pub Date : 2024-12-03 DOI: 10.1039/D4JA00209A
Huihui Zhu, Bowen Fan, Yubo Zhang, Zhuo Wu, Fuli Chen, Xiaohui Su and Tao Lü

The focused position of the lens relative to the sample surface affects the density, temperature, and dynamic characteristics of laser-induced plasma, which are important for improving the spectral intensity, minimizing self-absorption, and improving stability of laser-induced breakdown spectroscopy (LIBS). The emission intensities of the Al atomic line and the AlO B2Σ+–X2Σ+(0,0) band, using nanosecond pulse laser ablation of an aluminum target in air, at three different focused point-to-sample distances were investigated. The Al atomic line was optimal when the focus was 1 cm above the sample surface, which is attributed to the low density and high temperature of the plasma. Conversely, the AlO B2Σ+–X2Σ+(0,0) band emission spectrum is superior when the focused point is 1 cm below the Al surface, with the spectral intensity enhancing as the number of laser shots increases. A time-resolved pump–probe shadowgraph technique was employed to record dynamic snapshots of the ablation plume at different focused point-to-sample distances to account for the enhancement mechanism of the spectral intensity. The intensity variations in the atomic and molecular spectra are related to the shock wave propagation velocity in the longitudinal and radial directions, providing insights into the enhancement mechanism of the spectral signals. Moreover, the morphology of craters was analyzed by using a scanning electron microscope and a profilometer, revealing that the depth-to-diameter ratio and ablation amount correlated with different spectral intensity variations at focused point-to-sample distances of −1 and 0 cm. These results will assist in choosing optimal strategies for quantifying elements using LIBS atomic or molecular spectrometry.

透镜相对于样品表面的聚焦位置影响激光诱导等离子体的密度、温度和动态特性,这对提高激光诱导击穿光谱(LIBS)的光谱强度、减少自吸收和提高稳定性具有重要意义。利用纳秒脉冲激光烧蚀空气中的铝靶,研究了三种不同聚焦点-样品距离下Al原子线和AlO B2Σ+ -X2Σ +(0,0)波段的发射强度。当焦点距样品表面1 cm时,Al原子谱线最优,这与等离子体的低密度和高温有关。相反,当聚焦点在Al表面以下1cm处时,AlO B2Σ+ -X2Σ +(0,0)波段发射光谱较优,且随激光照射次数的增加光谱强度增强。采用时间分辨泵探阴影技术记录了不同聚焦点到样品距离下烧蚀羽流的动态快照,以解释光谱强度的增强机制。原子和分子光谱的强度变化与激波在纵向和径向上的传播速度有关,为光谱信号的增强机制提供了新的思路。此外,利用扫描电子显微镜和轮廓仪分析了弹坑的形貌,揭示了在- 1和0 cm的聚焦点-样品距离下,深径比和烧蚀量与不同的光谱强度变化相关。这些结果将有助于选择使用LIBS原子或分子光谱法定量元素的最佳策略。
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引用次数: 0
Quantitative elemental analysis of human leukemia K562 single cells by inductively coupled plasma mass spectrometry in combination with a microdroplet generator† 电感耦合等离子体质谱联用微滴发生器对人白血病K562单细胞进行定量元素分析
IF 3.1 2区 化学 Q2 CHEMISTRY, ANALYTICAL Pub Date : 2024-12-02 DOI: 10.1039/D4JA00364K
Yu-ki Tanaka, Hinano Katayama, Risako Iida and Yasumitsu Ogra

Single-cell inductively coupled plasma mass spectrometry (scICP-MS) is an emerging technique for the determination of elemental contents in individual cells. No standardized system for the introduction of cultured mammalian cells has been established owing to difficulties in cell transport and detection. The transport efficiency of human chronic myelogenous leukemia K562 cells (hereinafter “K562 cells”) in a conventional sample introduction system comprising a pneumatic nebulizer and a total consumption spray chamber is low owing to cell damage. To improve cell transport efficiency, we installed a piezo-actuator-driven microdroplet generator (μDG) into the sample introduction system of an ICP-MS for fast time-resolved analysis. Cell transport efficiency was drastically improved by using a μDG. For the determination of elemental contents, calibration curves were created by analyzing microdroplets of ionic standard solutions generated by the μDG. The pulsed signals originating from the microdroplets were analyzed and the sensitivity (i.e., signal intensity per elemental mass) was calculated for each element. The quantification protocol was validated using silver nanoparticles, titanium dioxide nanoparticles, and dried yeast cells. Finally, we introduced intact K562 cells and detected signals with high throughput. The average masses of five essential elements in single K562 cells were precisely determined as follows: 270 ± 100 fg for Mg, 23.0 ± 2.0 fg for Zn, 7684 ± 675 fg for P, 2136 ± 165 fg for S, and 14.4 ± 1.2 fg for Fe. These values are consistent with the values obtained by solution nebulization ICP-MS analysis after the acid digestion of K562 cells.

单细胞电感耦合等离子体质谱法(scICP-MS)是一种用于测定单个细胞中元素含量的新兴技术。由于细胞运输和检测方面的困难,尚未建立引入培养的哺乳动物细胞的标准化系统。人慢性粒细胞白血病K562细胞(以下简称“K562细胞”)在由气动雾化器和总消耗喷雾室组成的传统样品导入系统中,由于细胞损伤,运输效率较低。为了提高细胞运输效率,我们在ICP-MS进样系统中安装了压电致动器驱动的微液滴发生器(μDG),用于快速时间分辨分析。μDG的加入大大提高了细胞的转运效率。通过对μDG生成的离子标准溶液微滴进行分析,建立了离子标准溶液中元素含量的标定曲线。分析了微滴产生的脉冲信号,并计算了每个元素的灵敏度(即每元素质量的信号强度)。使用纳米银、二氧化钛纳米粒子和干酵母细胞对定量方案进行了验证。最后,我们引入完整的K562细胞,并以高通量检测信号。单个K562细胞中5种必需元素的平均质量精确测定如下:Mg 270±100 fg, Zn 23.0±2.0 fg, P 7684±675 fg, S 2136±165 fg, Fe 14.4±1.2 fg。这些值与K562细胞酸消化后溶液雾化ICP-MS分析得到的值一致。
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引用次数: 0
Vacuum degree detection performance improvement of vacuum switches based on NELIBS 基于NELIBS的真空开关真空度检测性能改进
IF 3.1 2区 化学 Q2 CHEMISTRY, ANALYTICAL Pub Date : 2024-11-30 DOI: 10.1039/D4JA00219A
Jiaqi Liu, Xiaokang Ding, Feilong Zhang, Huan Yuan, Xiaohua Wang, Aijun Yang, Jifeng Chu and Mingzhe Rong

The measurement of vacuum degree and electrification in vacuum switches has been a critical issue constraining the development of vacuum switches for over half a century, remaining unresolved. In recent years, our team has proposed the use of laser-induced breakdown spectroscopy (LIBS) for the non-contact measurement of vacuum switch pressure. However, its application is hindered by relatively high detection limits, low sensitivity, and susceptibility to background noise interference, which result in suboptimal precision. Extensive research has indicated that metal nanoparticles can effectively enhance signal detection capabilities, however, their enhancement effects under low-pressure conditions remain unclear. This study aimed to investigate the enhancement effects of silver nanoparticles (AgNPs) on signals under low-pressure conditions. By analyzing spectral data, plasma images, and radiation integral intensity, we seek to improve the accuracy of vacuum level measurements in vacuum switches. Results showed that in low-pressure environments, AgNPs enhanced spectral signals by up to 7.17-fold, increasing vacuum detection accuracy from 95.7% to 98.05% and extending the detection range by an order of magnitude to 10−3 Pa. This enhancement was regulated by particle size and concentration, with 10 nm AgNPs exhibiting better enhancement effects than 5 nm particles. The optimal concentration varied with both particle size and pressure. Nanoparticle-enhanced LIBS (NELIBS) increased the drop in plasma radiation integral intensity, prolonging the pre-expansion state of the plasma when excited and improving the accuracy of vacuum level measurements. This explores the potential of applying nanomaterials to conduct electrical detection in vacuum conditions and lays a theoretical and experimental foundation for optimizing spectroscopic analysis technologies.

真空开关的真空度和电气化测量是制约真空开关发展的关键问题,半个多世纪以来一直没有得到解决。近年来,我们的团队提出了使用激光诱导击穿光谱(LIBS)进行真空开关压力的非接触测量。然而,由于检测限较高、灵敏度较低、易受背景噪声干扰,导致其精度不理想,阻碍了其应用。大量研究表明,金属纳米颗粒可以有效增强信号检测能力,但其在低压条件下的增强效果尚不清楚。本研究旨在研究银纳米颗粒(AgNPs)在低压条件下对信号的增强作用。通过分析光谱数据、等离子体图像和辐射积分强度,我们试图提高真空开关中真空电平测量的准确性。结果表明,在低压环境下,AgNPs将光谱信号增强了7.17倍,真空检测精度从95.7%提高到98.05%,检测范围提高了一个数量级,达到10−3 Pa。这种增强受颗粒大小和浓度的调节,10 nm的AgNPs比5 nm的AgNPs表现出更好的增强效果。最佳浓度随粒径和压力的变化而变化。纳米粒子增强LIBS (NELIBS)增加了等离子体辐射积分强度的下降,延长了等离子体在激发时的预膨胀状态,提高了真空度测量的精度。探索了纳米材料在真空条件下进行电检测的潜力,为优化光谱分析技术奠定了理论和实验基础。
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引用次数: 0
An accurate quantitative method for NdFeB magnetism based on laser-induced breakdown spectroscopy 基于激光诱导击穿光谱的钕铁硼磁性精确定量方法
IF 3.1 2区 化学 Q2 CHEMISTRY, ANALYTICAL Pub Date : 2024-11-30 DOI: 10.1039/D4JA00342J
Guanyu Chen, Jing Chen, Dongming Qu, Guang Yang and Huihui Sun

NdFeB magnetic materials are widely used in daily life, such as in permanent magnet motors, loudspeakers and computer disks. The NdFeB magnetic material has excellent magnetic properties, and its magnetic properties are also the key to judge the production quality of NdFeB. Therefore, the precise quantification of the magnetic properties of NdFeB magnetic materials is crucial. Laser induced breakdown spectroscopy (LIBS) is a technique to obtain the spectrum of chemical elements by excitation of plasma on the surface of a sample with a high energy laser. In this paper, a precise classification and magnetic quantification method for NdFeB magnetic materials based on laser-induced breakdown spectroscopy is designed, which is different from the traditional direct magnetic property detection method and uses element detection to quantitatively analyze the magnetic properties indirectly. A laser-induced breakdown spectroscopy system was used to collect the characteristic spectrum of NdFeB magnetic materials, and the sliding window minimum removal base method was independently designed to further optimize the detection accuracy. A classification model and quantitative analysis method model were further established and optimized. The random forest method was used to preliminarily classify NdFeB magnetic materials, and the GA-ELM method was used to conduct quantitative analysis of magnetic properties. Quantitative magnetic properties include Br, Hcj, Hcb and (BH)max. The error analysis of the final quantitative analysis is as follows: RMSE of Br reaches 0.0001526, RMSE of Hcj reaches 0.0001937, RMSE of Hcb reaches 0.00197, and RMSE of (BH)max reaches 0.00785. It is verified that the magnetic quantification method for NdFeB magnetic materials based on laser-induced breakdown spectroscopy can effectively conduct accurate quantitative analysis of the magnetic properties of NdFeB magnetic materials and provide a fast, convenient, accurate and economical detection method for the quality control of magnetic materials workshops.

钕铁硼磁性材料广泛应用于日常生活中,如永磁电机、扬声器、计算机磁盘等。钕铁硼磁性材料具有优异的磁性能,其磁性能也是判断钕铁硼生产质量的关键。因此,精确量化钕铁硼磁性材料的磁性是至关重要的。激光诱导击穿光谱(LIBS)是利用高能激光在样品表面激发等离子体来获得化学元素光谱的一种技术。本文设计了一种基于激光诱导击穿光谱的钕铁硼磁性材料精确分类和磁性定量方法,不同于传统的直接磁性检测方法,采用元素检测间接定量分析磁性。利用激光诱导击穿光谱系统采集钕铁硼磁性材料的特征光谱,独立设计滑动窗口最小去除基法,进一步优化检测精度。进一步建立并优化了分类模型和定量分析方法模型。采用随机森林法对钕铁硼磁性材料进行初步分类,采用GA-ELM法对磁性材料进行定量分析。定量磁性能包括Br、Hcj、Hcb和(BH)max。最终定量分析的误差分析如下:Br的RMSE达到0.0001526,Hcj的RMSE达到0.0001937,Hcb的RMSE达到0.00197,(BH)max的RMSE达到0.00785。验证了基于激光诱导击穿光谱的钕铁硼磁性材料磁性定量方法可以有效地对钕铁硼磁性材料的磁性进行准确的定量分析,为磁性材料车间的质量控制提供了一种快速、方便、准确、经济的检测方法。
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引用次数: 0
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Journal of Analytical Atomic Spectrometry
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