Spectroscopy and Spectral Analysis, Volume. 42, Issue 11, 3435(2022)

LIBS Quantitative Analysis of Calorific Value of Straw Charcoal Based on XY Bivariate Feature Extraction Strategy

Hong-wei DUAN1、*, Mei GUO3、3;, Rong-guang ZHU3、3;, and Qi-jian NIU1、1; 2;
Author Affiliations
  • 11. School of Agricultural Engineering, Jiangsu University, Zhenjiang 212013, China
  • 33. College of Mechanical and Electrical Engineering, Shihezi University, Shihezi 832003, China
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    Figures & Tables(8)
    XY bivariate feature extraction strategy
    LIBS spectral analysis
    Threshold selection of regression coefficient method(a): Full band PLSR model regression coefficient; (b): Model results with different regression coefficient thresholds
    XY bivariate feature extraction results(a): XY bivariate feature extraction results; (b): Comparison of three feature variable model
    Optimization of GA and Adaboost parameters(a): GA parameter optimization; (b): Adaboost parameter optimization
    Model prediction results
    • Table 1. Statistical results of CV and main element content

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      Table 1. Statistical results of CV and main element content

      元素组成及特性样本数范围均值±标准偏差
      N/(g·kg-1)790.63~1.411.01±0.22
      C/(g·kg-1)7939.94~60.251.43±4.22
      S/(g·kg-1)790.2~0.710.28±0.07
      H/(g·kg-1)790.49~2.41.45±0.56
      O/(g·kg-1)7936.23~57.1545.83±4.56
      CV/(MJ·kg-1)7915.68~21.1718.73±1.3
      K/(g·kg-1)794.62~13.429.09±2.81
      Na/(g·kg-1)790.34~5.642.57±1.38
      Ca/(g·kg-1)792.02~10.785.75±2.04
      Mg/(g·kg-1)790.8~7.413.96±1.9
      Pb/(mg·kg-1)791.11~11.535.69±2.89
      Cr/(mg·kg-1)792.79~28.5112.51±6.51
      Cu/(mg·kg-1)796.67~19.0611.9±3.48
      Zn/(mg·kg-1)7927.01~624.284.25±101.28
      P/(mg·kg-1)791.47~2.912.17±0.38
    • Table 2. Correlation analysis between CV and elements

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      Table 2. Correlation analysis between CV and elements

      NCSHOKNaCaMgPbCrCuZnP
      CV0.10.85b-0.220.46b-0.84b0.25a-0.33b-0.29a-0.17-0.16-0.22a-0.07-0.170.03
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    Hong-wei DUAN, Mei GUO, Rong-guang ZHU, Qi-jian NIU. LIBS Quantitative Analysis of Calorific Value of Straw Charcoal Based on XY Bivariate Feature Extraction Strategy[J]. Spectroscopy and Spectral Analysis, 2022, 42(11): 3435

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    Paper Information

    Category: Research Articles

    Received: Sep. 23, 2021

    Accepted: --

    Published Online: Nov. 23, 2022

    The Author Email: Hong-wei DUAN (dhwsg123@ujs.edu.cn)

    DOI:10.3964/j.issn.1000-0593(2022)11-3435-06

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