Spectroscopy and Spectral Analysis, Volume. 41, Issue 8, 2469(2021)

Study on Rapid Recognition of Marine Microplastics Based on Raman Spectroscopy

Figures & Tables(7)
Laser Raman microplastic measuring system1: Excitation light source; 2: Incident optical fiber; 3: Probe; 4: Simple; 5: Receiving optical fiber; 6: Spectral collection module; 7: Spectral processing module; 8: Photoelectric conversion module; 9: Data processing module
Original Raman spectra of polypropylene (a) and Raman spectra after pretreatment (b)
Flow chart of data processing module
CV accuracy of decision tree (DT) and random forest (RF) with different spectral points number
CV accuracy of decision tree (DT) and random forest (RF) with different k values
Operation results of decision tree (DT) and random forest (RF)
  • Table 1. Comparison of operation results between decision tree (DT) and random forest (RF) algorithm

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    Table 1. Comparison of operation results between decision tree (DT) and random forest (RF) algorithm

    Data set
    number
    Accuracy
    of DT
    CV accuracy
    of DT
    MSE of
    DT
    Accuracy
    of RF
    CV accuracy
    of RF
    MSE of
    RF
    10.906 30.738 11.093 81.000 00.873 00.000 0
    20.906 30.841 31.093 81.000 00.873 00.000 0
    30.957 50.838 20.383 00.936 10.924 10.368 1
    40.925 90.907 70.463 00.963 00.963 00.092 6
    50.890 30.927 40.683 80.987 00.972 00.004 5
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. Study on Rapid Recognition of Marine Microplastics Based on Raman Spectroscopy[J]. Spectroscopy and Spectral Analysis, 2021, 41(8): 2469

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Paper Information

Category: Research Articles

Received: Aug. 5, 2020

Accepted: --

Published Online: Sep. 8, 2021

The Author Email:

DOI:10.3964/j.issn.1000-0593(2021)08-2469-05

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