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Spectroscopy and Spectral Analysis, Volume. 45, Issue 1, 125(2025)

Comparative Study of Hyperspectral Preprocessing Methods and Multiple Models in Classification and Discrimination

JU Lei1... YU Jie1, WU Yan-miao2, LI Li2, LU Tian3, DING Ya-ping2 and SHU Ru-xin1,* |Show fewer author(s)
Author Affiliations
  • 1Technology Center of Shanghai Tobacco Group Co., Ltd., Shanghai 200082, China
  • 2Department of Chemistry, Shanghai University, Shanghai 200444, China
  • 3Shanghai Shuzhiwei Information Technology Co., Ltd., Shanghai 200444, China
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    [6] [6] Guo T, Tan C, Li Q, et al. Journal of Ambient Intelligence and Humanized Computing, 2019, 10: 3239.

    [7] [7] Yu K, Fang S, Zhao Y. Spectrochimica Acta Part A: Molecular and Biomolecular Spectroscopy, 2021, 245: 118917.

    [12] [12] Deng W, Liu D, Guo F, et al. Agronomy, 2024, 14(4): 703.

    [13] [13] Wang H, Shao Y. Pattern Recognition, 2024, 146: 109987.

    [14] [14] Rahmatinejad Z, Dehghani T, Hoseini B, et al. Scientific Reports, 2024, 14(1): 3406.

    [15] [15] Sun Z, Wang G, Li P, et al. Expert Systems with Applications, 2024, 237: 121549.

    [16] [16] Hasan N, Ahmed N, Ali S M. Engineering Applications of Artificial Intelligence, 2024, 129: 107633.

    [17] [17] Sun X, Fu J. Energy, 2024, 288: 129840.

    [19] [19] Wu Y, Shang Z, Lu T, et al. Journal of Alloys and Compounds, 2024, 971: 172664.

    [20] [20] Fuadah Y N, Pramudito M A, Lim K M. Bioengineering-Basel, 2023, 10(1): 45.

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    JU Lei, YU Jie, WU Yan-miao, LI Li, LU Tian, DING Ya-ping, SHU Ru-xin. Comparative Study of Hyperspectral Preprocessing Methods and Multiple Models in Classification and Discrimination[J]. Spectroscopy and Spectral Analysis, 2025, 45(1): 125

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    Paper Information

    Received: Jun. 18, 2024

    Accepted: Feb. 28, 2025

    Published Online: Feb. 28, 2025

    The Author Email: Ru-xin SHU (shurx@sh.tobacco.com.cn)

    DOI:10.3964/j.issn.1000-0593(2025)01-0125-08

    Topics

    laser devices and laser physics
    Lasers and Laser Optics
    Laser physics
    laser manufacturing
    Instrumentation, Measurement and Metrology