机构地区:[1]沈阳工业大学,辽宁沈阳110870 [2]中国科学院沈阳自动化研究所机器人学国家重点实验室,辽宁沈阳110016 [3]辽宁辽河实验室,辽宁沈阳110169
出 处:《光谱学与光谱分析》2025年第5期1334-1340,共7页Spectroscopy and Spectral Analysis
基 金:国家自然科学基金项目(62173321);辽宁辽河实验室自主科研项目(LLL23ZZ-05-02)资助。
摘 要:激光诱导击穿光谱技术可以直接对矿浆进行在线分析,但由于矿浆基质成分十分复杂,固体颗粒浓度和粒度的变化都会对光谱信号产生影响,使得光谱信号与矿物化学成分之间的关系复杂难以表征。因此,研究矿浆固相浓度、粒度对光谱信号的影响机制十分重要。为此,使用多种粒度的SiO_(2)粉末与不同质量的水进行配比,得到不同固相浓度、粒度的模拟矿浆样本,并进行LIBS光谱信号采集与数据分析,系统的研究了矿浆固相浓度、粒度对固相和液相中包含元素的特征谱线强度的影响。首先,使用皮尔森相关系数量化评估固相浓度、粒度对LIBS光谱信号的影响。结果显示:在同一固相粒度下,固相浓度与全谱和值及各元素的特征谱线强度之间的相关系数大多高于0.9,说明整体光谱强度随固相浓度的升高而增强;在同一固相浓度下,固相粒度主成分与硅元素特征谱线强度之间的相关系数在0.99左右,说明固相颗粒中元素特征谱线随固相颗粒的增大而减弱。进一步建立了矿浆固相浓度、粒度同步变化时光谱强度与固相浓度、粒度的关系模型,通过模型的拟合优度(R^(2))来分析固相浓度、粒度对LIBS光谱的影响。结果显示:只有硅元素特征谱线强度的固相粒度表征模型的拟合优度可以达到0.9以上,说明单一的固相浓度或粒度无法完全准确地反映样本中各元素特征谱线强度的变化情况;固相浓度、粒度共同表征光谱强度的模型,各元素特征谱线的拟合优度均超过0.9,说明固相浓度和粒度对各元素特征谱线强度的影响是耦合存在的,需要融合多源信息进行综合表征。这些结果为进一步研究基于多源信息融合的LIBS光谱稳定性与定量分析准确性的提升,提供了系统的分析基础。Laser-Induced Breakdown Spectroscopy(LIBS)technology can directly analyze online slurry.However,due to the complex matrix composition of slurry,variations in solid particle concentration and particle size can affect the spectral signal,making the relationship between the spectral signal and mineral chemical composition difficult to characterize.Therefore,studying how slurry solid phase concentration and particle size influence the spectral signal is crucial.In this study,SiO_(2)powder of various particle sizes was mixed with different amounts of water to create simulated slurry samples with varying solid-phase concentrations and particle sizes.LIBS spectral signal acquisition and data analysis were conducted to systematically investigate the impact of solid-phase concentration and particle size on the intensity of characteristic spectral lines of elements in both the solid and liquid phases.Firstly,the Pearson coefficient was used to quantitatively evaluate the impact of solid-phase concentration and particle size on the LIBS spectral signal.The results showed that,under the same particle size,the correlation coefficient between solid-phase concentration and the full spectrum value and the intensity of characteristic spectral lines of various elements was mostly above 0.9,indicating that overall spectral intensity increases with the solid-phase concentration.Under the same solid-phase concentration,the correlation coefficient between the principal components of particle size and the intensity of silicon element characteristic spectral lines was around 0.99,indicating that the characteristic spectral lines of elements in solid particles weaken as the particle size increases.Furthermore,a model was established to describe the relationship between spectral intensity solid-phase concentration and particle size when both parameters change simultaneously.The model's goodness of fit(R^(2))was used to analyze the impact of solid-phase concentration and particle size on the LIBS spectrum.The results indicated that only th
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