Rapid Identification and Quantitative Analysis of Polycarboxylate Superplasticizers Using ATR-FTIR Spectroscopy Combined with Chemometric Methods

被引:3
|
作者
Li, Zhiwei [1 ]
Li, Bo [1 ]
Zhao, Zhizhong [2 ]
Ma, Weizhong [3 ]
Li, Wenju [1 ]
Wang, Jiadong [1 ]
机构
[1] Lanzhou Jiaotong Univ, Natl & Prov Joint Engn Lab Rd & Bridge Disaster P, Lanzhou 730070, Peoples R China
[2] Gansu Highway Construct Management Grp Co Ltd, Lanzhou, Peoples R China
[3] Gansu Hengda Rd & Bridge Grp Co Ltd, Key Lab Highway Net Monitoring Gansu Prov, Lanzhou, Peoples R China
基金
中国国家自然科学基金;
关键词
Principal component analysis;
D O I
10.1155/2021/6613382
中图分类号
T [工业技术];
学科分类号
08 ;
摘要
Although the quality inspection method of polycarboxylate superplasticizers (PCE) based on macroperformance is still widely used, it has the drawbacks of time-consuming and low precision. This study aims to develop a practicable alternative method for quality inspection of PCE. For this, spectra collection, feature extraction, and cluster analysis were performed up on the PCE samples to demonstrate the feasibility of the method. Also, a new similarity calculation method was introduced in this work. Results show that the solid PCE sample for spectrum collection can be prepared using the simple heating method. High-quality spectra can be rapidly collected by infrared spectrometer combined with ATR accessory. Meanwhile, the accuracy of classification and clustering is high, suggesting that the feature extraction method based on principal component analysis (PCA) is effective. In addition, compared with conventional similarity calculation methods of cosine angle and correlation coefficient, the new similarity calculation method achieves better classification results and better generalization ability. This work provides a method of quantitative analysis and rapid identification of PCE for the construction site.
引用
收藏
页数:13
相关论文
共 50 条
  • [11] Identification of myocardial fibrosis by ATR-FTIR spectroscopy combined with chemometrics
    Yang, Xiaorong
    Wei, Xin
    Yu, Kai
    Wan, Changwu
    Wang, Yuanhe
    Huang, Shimei
    Sun, Qinru
    Huang, Jiang
    SPECTROCHIMICA ACTA PART A-MOLECULAR AND BIOMOLECULAR SPECTROSCOPY, 2022, 264
  • [12] Rapid and non-destructive quality verification of epoxy resin product using ATR-FTIR spectroscopy coupled with chemometric methods
    Zhang, Wenqing
    Yin, Liang
    Zhao, Ming
    Tan, Zhaoyuan
    Li, Guiyang
    MICROCHEMICAL JOURNAL, 2021, 168
  • [13] Rapid discrimination and classification of edible insect powders using ATR-FTIR spectroscopy combined with multivariate analysis
    Mellado-Carretero, J.
    Garcia-Gutietzez, N.
    Ferrando, M.
    Guell, C.
    Garcia-Gonzalo, D.
    De Lamo-Castellvi, S.
    JOURNAL OF INSECTS AS FOOD AND FEED, 2020, 6 (02) : 141 - 148
  • [14] Forensic discrimination of black laser prints by a combination of chemometric methods and μ-ATR-FTIR spectroscopy
    Lukáš Gál
    Michal Oravec
    Michaela Kiššová
    Pavol Gemeiner
    Michal Čeppan
    Chemical Papers, 2020, 74 : 3269 - 3277
  • [15] Forensic discrimination of black laser prints by a combination of chemometric methods and μ-ATR-FTIR spectroscopy
    Gal, Lukas
    Oravec, Michal
    Kissova, Michaela
    Gemeiner, Pavol
    Ceppan, Michal
    CHEMICAL PAPERS, 2020, 74 (10): : 3269 - 3277
  • [16] An Exploratory Study of Differentiating Indian Kerosene Based on ATR-FTIR Spectroscopy and Chemometric Methods
    Bumbrah, Gurvinder Singh
    Sharma, Rakesh Mohan
    Hassim, Wan Nurdini Binti Wan Mohd
    Sino, Hukil
    Lee, Loong Chuen
    JOURNAL OF ANALYTICAL CHEMISTRY, 2024, 79 (02) : 169 - 179
  • [17] Iodine value determination of edible oils using ATR-FTIR and chemometric methods
    Meng, Xianghe
    Ye, Qin
    Nie, Xiaohua
    Jiang, Lianzhou
    EUROPEAN JOURNAL OF LIPID SCIENCE AND TECHNOLOGY, 2017, 119 (09)
  • [18] Analysis and comparison of machine learning methods for species identification utilizing ATR-FTIR spectroscopy
    Zhang, Xiangyan
    Yang, Fengqin
    Xiao, Jiao
    Qu, Hongke
    Jocelin, Ngando Fernand
    Ren, Lipin
    Guo, Yadong
    SPECTROCHIMICA ACTA PART A-MOLECULAR AND BIOMOLECULAR SPECTROSCOPY, 2024, 308
  • [19] Quantification and Identification of Microproteinuria Using Ultrafiltration and ATR-FTIR Spectroscopy
    Perez-Guaita, David
    Richardson, Zack
    Heraud, Philip
    Wood, Bayden
    ANALYTICAL CHEMISTRY, 2020, 92 (03) : 2409 - 2416
  • [20] ATR-FTIR spectroscopy analysis of silk
    Sargunamani, D.
    Raghu, K.
    Naik, Subhas V.
    Colourage, 2019, 66 (01):