• 文献检索
  • 文档翻译
  • 深度研究
  • 学术资讯
  • Suppr Zotero 插件Zotero 插件
  • 邀请有礼
  • 套餐&价格
  • 历史记录
应用&插件
Suppr Zotero 插件Zotero 插件浏览器插件Mac 客户端Windows 客户端微信小程序
定价
高级版会员购买积分包购买API积分包
服务
文献检索文档翻译深度研究API 文档MCP 服务
关于我们
关于 Suppr公司介绍联系我们用户协议隐私条款
关注我们

Suppr 超能文献

核心技术专利:CN118964589B侵权必究
粤ICP备2023148730 号-1Suppr @ 2026

文献检索

告别复杂PubMed语法,用中文像聊天一样搜索,搜遍4000万医学文献。AI智能推荐,让科研检索更轻松。

立即免费搜索

文件翻译

保留排版,准确专业,支持PDF/Word/PPT等文件格式,支持 12+语言互译。

免费翻译文档

深度研究

AI帮你快速写综述,25分钟生成高质量综述,智能提取关键信息,辅助科研写作。

立即免费体验

使用激光诱导击穿光谱法定量测定熔盐堆代用废气流中的镧系元素。

Quantification of Lanthanides in a Molten Salt Reactor Surrogate Off-Gas Stream Using Laser-Induced Breakdown Spectroscopy.

机构信息

Radioisotope Science and Technology Division, 6146Oak Ridge National Laboratory, Oak Ridge, TN, USA.

出版信息

Appl Spectrosc. 2022 Aug;76(8):877-886. doi: 10.1177/00037028211070323. Epub 2022 Mar 24.

DOI:10.1177/00037028211070323
PMID:35323059
Abstract

To enable the deployment of molten salt reactor technology, the development of off-gas treatment systems and advanced monitoring tools capable of operating with high temperatures and radiation fields while delivering near real-time information is necessary. This study aims to fulfill this requirement and proposes laser-induced breakdown spectroscopy (LIBS) for monitoring molten salt aerosol streams. A sheath gas measuring method was developed to protect optical elements from aerosol particles and to ensure a relatively constant aerosol stream for measurement. An aqueous system was studied to demonstrate the utility of LIBS for monitoring possible fission products in an aerosol stream: Gd, Nd, and Sm up to 2000 parts per million (ppm). A calibration model was built using partial least squares (PLS) regression with five, six, and nine latent variables for Gd, Nd, and Sm, respectively. This calibration model successfully estimated the concentrations of three test samples, which were validated with inductively charged plasma optical emission spectroscopy measurements at a 99.9% confidence interval. To enhance these models, a genetic algorithm was used to filter the spectra before entering the PLS model, thereby limiting the spectral features being regressed to those with greater correlations to concentration. This allowed for the number of latent variables used in the PLS models to be reduced to four, three, and three for Gd, Nd, and Sm, respectively. Lastly, the genetic algorithm-filtered PLS models were used to predict the concentrations of the aerosol stream on a real-time dataset and resulted in a 73%, 18%, and 25% improvement in root mean squared error of prediction compared to the original PLS models developed.

摘要

为了能够部署熔盐反应堆技术,有必要开发能够在高温和辐射场下运行并提供近乎实时信息的废气处理系统和先进的监测工具。本研究旨在满足这一需求,并提出了用于监测熔盐气溶胶流的激光诱导击穿光谱(LIBS)。开发了一种护套气体测量方法,以保护光学元件免受气溶胶颗粒的影响,并确保相对稳定的气溶胶流进行测量。研究了一种水基系统,以证明 LIBS 用于监测气溶胶流中可能的裂变产物的实用性:Gd、Nd 和 Sm 高达 2000 ppm。使用偏最小二乘(PLS)回归分别建立了五个、六个和九个潜在变量的校准模型来拟合 Gd、Nd 和 Sm。该校准模型成功估计了三个测试样品的浓度,并用电感耦合等离子体发射光谱测量在 99.9%置信区间进行了验证。为了增强这些模型,使用遗传算法对光谱进行滤波,然后再进入 PLS 模型,从而将回归的光谱特征限制为与浓度相关性更大的特征。这使得 PLS 模型中使用的潜在变量的数量分别减少到 4、3 和 3,用于拟合 Gd、Nd 和 Sm。最后,使用遗传算法过滤的 PLS 模型对实时数据集上的气溶胶流浓度进行预测,与原始 PLS 模型相比,预测均方根误差分别提高了 73%、18%和 25%。

相似文献

1
Quantification of Lanthanides in a Molten Salt Reactor Surrogate Off-Gas Stream Using Laser-Induced Breakdown Spectroscopy.使用激光诱导击穿光谱法定量测定熔盐堆代用废气流中的镧系元素。
Appl Spectrosc. 2022 Aug;76(8):877-886. doi: 10.1177/00037028211070323. Epub 2022 Mar 24.
2
Monitoring Noble Gases (Xe and Kr) and Aerosols (Cs and Rb) in a Molten Salt Reactor Surrogate Off-Gas Stream Using Laser-Induced Breakdown Spectroscopy (LIBS).使用激光诱导击穿光谱(LIBS)监测熔盐堆代用废气流中的稀有气体(氙和氪)和气溶胶(铯和铷)。
Appl Spectrosc. 2022 Aug;76(8):988-997. doi: 10.1177/00037028221088625. Epub 2022 May 10.
3
Novel Calibration Approach for Monitoring Aerosol Hydrogen Isotopes Using Laser-Induced Breakdown Spectroscopy for Molten Salt Reactor Off-Gas Streams.用于监测熔盐反应堆废气中气溶胶氢同位素的新型校准方法——基于激光诱导击穿光谱法
Sensors (Basel). 2023 Dec 13;23(24):9797. doi: 10.3390/s23249797.
4
Quantification of Rare Earth Elements in the Parts Per Million Range: A Novel Approach in the Application of Laser-Induced Breakdown Spectroscopy.在百万分之几范围内定量测定稀土元素:激光诱导击穿光谱应用的新方法。
Appl Spectrosc. 2022 Aug;76(8):937-945. doi: 10.1177/00037028221092051. Epub 2022 May 12.
5
Laser-Induced Breakdown Spectroscopy (LIBS) Measurement of Uranium in Molten Salt.激光诱导击穿光谱(LIBS)法测量熔融盐中的铀。
Appl Spectrosc. 2018 Jul;72(7):1029-1039. doi: 10.1177/0003702818760311. Epub 2018 Jun 18.
6
Quantitative analysis of ceria co-doped with samarium and gadolinium using laser-induced breakdown spectroscopy.采用激光诱导击穿光谱法对钐和钆共掺杂氧化铈进行定量分析。
Anal Methods. 2022 Feb 11;14(6):597-605. doi: 10.1039/d1ay01678d.
7
Measurement of Cerium and Gadolinium in Solid Lithium Chloride-Potassium Chloride Salt Using Laser-Induced Breakdown Spectroscopy (LIBS).使用激光诱导击穿光谱法(LIBS)测量固体氯化锂-氯化钾盐中的铈和钆。
Appl Spectrosc. 2017 Oct;71(10):2302-2312. doi: 10.1177/0003702817709298. Epub 2017 Jul 18.
8
Laser-Induced Breakdown Spectroscopy (LIBS) in a Novel Molten Salt Aerosol System.新型熔盐气溶胶系统中的激光诱导击穿光谱法(LIBS)
Appl Spectrosc. 2017 Apr;71(4):744-749. doi: 10.1177/0003702816648965. Epub 2016 Jun 21.
9
Machine learning-assisted laser-induced breakdown spectroscopy for monitoring molten salt compositions of small modular reactor fuel under varying laser focus positions.机器学习辅助的激光诱导击穿光谱技术用于监测不同激光聚焦位置下小型模块化反应堆燃料的熔盐成分。
Anal Chim Acta. 2023 Feb 8;1241:340804. doi: 10.1016/j.aca.2023.340804. Epub 2023 Jan 4.
10
Two-Step Partial Least Squares-Discriminant Analysis Modeling for Accurate Classification of Edible Sea Salt Products Using Laser-Induced Breakdown Spectroscopy.采用激光诱导击穿光谱的两步偏最小二乘判别分析模型对食用盐产品进行准确分类。
Appl Spectrosc. 2022 Sep;76(9):1042-1050. doi: 10.1177/00037028221091581. Epub 2022 May 26.

引用本文的文献

1
Sparge Sampling of Molten Salts for Online Monitoring via Laser-Induced Breakdown Spectroscopy.通过激光诱导击穿光谱法对熔盐进行喷射采样以实现在线监测
ACS Omega. 2025 Aug 5;10(33):37889-37897. doi: 10.1021/acsomega.5c04988. eCollection 2025 Aug 26.
2
Novel Calibration Approach for Monitoring Aerosol Hydrogen Isotopes Using Laser-Induced Breakdown Spectroscopy for Molten Salt Reactor Off-Gas Streams.用于监测熔盐反应堆废气中气溶胶氢同位素的新型校准方法——基于激光诱导击穿光谱法
Sensors (Basel). 2023 Dec 13;23(24):9797. doi: 10.3390/s23249797.
3
Partial Least Squares, Experimental Design, and Near-Infrared Spectrophotometry for the Remote Quantification of Nitric Acid Concentration and Temperature.
偏最小二乘法、实验设计和近红外光谱法用于远程定量硝酸浓度和温度。
Molecules. 2023 Apr 4;28(7):3224. doi: 10.3390/molecules28073224.
4
Pursuit of the Ultimate Regression Model for Samarium(III), Europium(III), and LiCl Using Laser-Induced Fluorescence, Design of Experiments, and a Genetic Algorithm for Feature Selection.利用激光诱导荧光、实验设计和遗传算法进行特征选择,寻求钐(III)、铕(III)和氯化锂的终极回归模型
ACS Omega. 2023 Jan 3;8(2):2281-2290. doi: 10.1021/acsomega.2c06610. eCollection 2023 Jan 17.
5
Impact of Glass Irradiation on Laser-Induced Breakdown Spectroscopy Data Analysis.玻璃辐照对激光诱导击穿光谱数据分析的影响。
Sensors (Basel). 2023 Jan 7;23(2):691. doi: 10.3390/s23020691.
6
Monitoring Xenon Capture in a Metal Organic Framework Using Laser-Induced Breakdown Spectroscopy.使用激光诱导击穿光谱法监测金属有机框架中的氙捕获情况。
Micromachines (Basel). 2022 Dec 29;14(1):82. doi: 10.3390/mi14010082.