Spectroscopy and Spectral Analysis, Volume. 41, Issue 2, 540(2021)

Quantitative Analysis of Goat Serum Protein Content by Raman Spectroscopy Based on IABC-SVR

Xing-hu FU*, Fei ZHAO, Zhen-xing WANG, Xin LU, Guang-wei FU, Wa JIN, and Wei-hong BI
Author Affiliations
  • School of Information Science and Engineering, The Key Laboratory for Special Fiber and Fiber Sensor of Hebei Province, Yanshan University, Qinhuangdao 066004, China
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    Figures & Tables(8)
    Raman processing(a): 26 groups of original Raman spectra; (b): Smoothing processing; (c): Background baseline deduction; (d): Normalization
    Characteristic peak of Raman spectrum of serum protein
    Modeling process flow chart
    Correlation curve between actual value and predicted value in model test set
    Residual of model prediction
    Correlation curve between actual value and predicted value in three models’ prediction results
    • Table 1. Characteristic peak of serum protein and its attribution

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      Table 1. Characteristic peak of serum protein and its attribution

      拉曼位移
      /cm-1
      振动模式初步指认主要归属
      379.05Trp色氨酸
      451.87ManD-甘露醇
      568.07ν(s-s)二硫键伸缩振动
      636.12ν(s-s), Tyr酪氨酸
      709.73γ(c-s)辅酶
      797.08Asn天冬酰胺
      864.21Trp色氨酸
      920.15ν(c-c), ManD-甘露醇
      1 009.95ν(c-n), Man, Amide-ⅢD-甘露醇, 碳氮键伸缩振动, 酰胺-Ⅲ
      1 072.24Beta carotene, Tyrβ-胡萝卜素, 酪氨酸
    • Table 2. Evaluation results of three modeling methods

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      Table 2. Evaluation results of three modeling methods

      MSErTime/s
      BP0.681 20.971 4623.5
      ABC-SVR0.321 20.979 472.5
      IABC-SVR0.244 30.990 271.9
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    Xing-hu FU, Fei ZHAO, Zhen-xing WANG, Xin LU, Guang-wei FU, Wa JIN, Wei-hong BI. Quantitative Analysis of Goat Serum Protein Content by Raman Spectroscopy Based on IABC-SVR[J]. Spectroscopy and Spectral Analysis, 2021, 41(2): 540

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    Paper Information

    Category: Research Articles

    Received: Dec. 29, 2019

    Accepted: Apr. 27, 2020

    Published Online: Apr. 8, 2021

    The Author Email: FU Xing-hu (fuxinghu@ysu.edu.cn)

    DOI:10.3964/j.issn.1000-0593(2021)02-0540-06

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