Laser & Optoelectronics Progress, Volume. 62, Issue 7, 0730004(2025)

Improved Attention Mechanism MobileNetV2 Network for SERS Classification of Water Pollution

Xueling Li1... Jing Yu1, Haiyang Zhang2, Lu Dong3, Zhengdong Zhang2, Ke Li2, Yaqin Yu2 and Qi Li2,* |Show fewer author(s)
Author Affiliations
  • 1College of Metrology Measurement and Instrument, China Jiliang University, Hangzhou 310018, Zhejiang , China
  • 2National Institute of Metrology, China, Beijing 100029, China
  • 3Liaoning Inspection, Examination & Certification Centre, Shenyang 110032, Liaoning , China
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    References(18)

    [7] Ye B Q, Chen C H, Cao X J et al. COD detection method of water quality based on multi-source spectral fusion[J]. Acta Optica Sinica, 44, 1230003(2024).

    [8] Chen X G, Fan Y J, Ma Z P et al. Aging state discrimination of oil-paper insulation using Raman spectroscopy and integrated enhanced KNN[J]. Laser & Optoelectronics Progress, 60, 2130002(2023).

    [12] Zhou C R, Wang Z T, Yang S W et al. Application progress of chemometrics and deep learning methods in Raman spectroscopy signal processing[J]. Chinese Journal of Analytical Chemistry, 51, 1232-1242(2023).

    [18] Li B X, Zhang S W, Huang F H. Power load forecasting based on LSTM and self attention mechanism[J]. China Measurement & Test, 48, 38-43(2022).

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    Xueling Li, Jing Yu, Haiyang Zhang, Lu Dong, Zhengdong Zhang, Ke Li, Yaqin Yu, Qi Li. Improved Attention Mechanism MobileNetV2 Network for SERS Classification of Water Pollution[J]. Laser & Optoelectronics Progress, 2025, 62(7): 0730004

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    Paper Information

    Category: Spectroscopy

    Received: Oct. 23, 2024

    Accepted: Dec. 25, 2024

    Published Online: Mar. 24, 2025

    The Author Email: Qi Li (liqi@nim.ac.cn)

    DOI:10.3788/LOP242165

    CSTR:32186.14.LOP242165

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