Spectroscopy and Spectral Analysis, Volume. 45, Issue 8, 2289(2025)

Intelligent Lithology Identification Based on Transfer Learning of Rock Hyperspectral Images

LI Shan1,2,3, LIN Peng1,2,3, XU Zhen-hao1,2,3、*, XIANG Hang1,2,3, and LI Qian-ji1,2,3
Author Affiliations
  • 1School of Qilu Transportation, Shandong University, Jinan 250061, China
  • 2State Key Laboratory for Tunnel Engineering, Jinan 250061, China
  • 3Institute of Geotechnical and Underground Engineering, Shandong University, Jinan 250061, China
  • show less
    References(19)

    [1] [1] Shi H, Xu Z H, Lin P, et al. Geoenergy Science and Engineering, 2023, 231: 212382.

    [2] [2] Liang H B, Chen H F, Guo J H, et al. Expert Systems with Applications, 2022, 189: 116142.

    [3] [3] Song L, Yin X Y, Yin L J. IEEE Geoscience and Remote Sensing Letters, 2023, 20: 7503105.

    [5] [5] Xu Z H, Ma W, Lin P, et al. Journal of Rock Mechanics and Geotechnical Engineering, 2022, 14(4): 1140.

    [7] [7] Hou S K, Shi H Y, Cao X H, et al. IEEE Transactions on Geoscience and Remote Sensing, 2022, 60: 5521213.

    [8] [8] Farmonov N, Amankulova K, Szatmri J, et al. IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing, 2023, 16: 1576.

    [13] [13] Lin N, Fu J W, Jiang R Z, et al. Remote Sensing, 2023, 15(15): 3764.

    [15] [15] Xu Y H, Wang H, Zhou F, et al. IEEE Transactions on Geoscience and Remote Sensing, 2025, 63: 5511216.

    [16] [16] He L, Li J, Liu C Y, et al. IEEE Transactions on Geoscience and Remote Sensing, 2018, 56(3): 1579.

    [17] [17] Li Z Y, Xue Z H, Xu Q, et al. IEEE Transactions on Geoscience and Remote Sensing, 2024, 62: 5502019.

    [20] [20] Okada N, Maekawa Y, Owada N, et al. Minerals, 2020, 10(9): 809.

    [21] [21] Afjal M I, Mondal M N I, Mamun M A. Journal of Spatial Science, 2024, 69(3): 821.

    [22] [22] Mei S H, Ji J Y, Hou J H, et al. IEEE Transactions on Geoscience and Remote Sensing, 2017, 55(8): 4520.

    [23] [23] Ma X T, Man Q X, Yang X M, et al. Remote Sensing, 2023, 15(4): 992.

    [25] [25] Liu L F, Ji M, Buchroithner M. Sensors, 2018, 18(9): 3169.

    [26] [26] Galdames F J, Perez C A, Estevez P A, et al. Chemometrics and Intelligent Laboratory Systems, 2022, 224: 104538.

    [27] [27] Yang K, Zhao M, Argyropoulos D. Postharvest Biology and Technology, 2025, 219: 113247.

    [28] [28] Xu Z H, Shi H, Lin P, et al. International Journal of Rock Mechanics and Mining Sciences, 2024, 180: 105814.

    [29] [29] Xu Z H, Yu T F, Lin P, et al. Engineering Geology, 2023, 325: 107279.

    Tools

    Get Citation

    Copy Citation Text

    LI Shan, LIN Peng, XU Zhen-hao, XIANG Hang, LI Qian-ji. Intelligent Lithology Identification Based on Transfer Learning of Rock Hyperspectral Images[J]. Spectroscopy and Spectral Analysis, 2025, 45(8): 2289

    Download Citation

    EndNote(RIS)BibTexPlain Text
    Save article for my favorites
    Paper Information

    Received: Nov. 11, 2024

    Accepted: Sep. 5, 2025

    Published Online: Sep. 5, 2025

    The Author Email: XU Zhen-hao (zhenhao_xu@sdu.edu.cn)

    DOI:10.3964/j.issn.1000-0593(2025)08-2289-13

    Topics