Journal of Optoelectronics · Laser, Volume. 36, Issue 6, 638(2025)

Research on crack detection of concrete based on two-dimensional principal component analysis algorithm

HU Yunfa*
Author Affiliations
  • China Railway 14th Bureau Group Fangqiao Co, Ltd, Beijing 102499, China
  • show less
    References(12)

    [5] [5] WU S X, WAI H T, LIN L, et al. A review of distributed algorithms for principal component analysis[J]. Proceedings of the IEEE, 2018, 106(8):1321-1340.

    [6] [6] KWAK N. Principal component analysis based on L1-norm maximization[J]. IEEE Transactions on Pattern Analysis and Machine Intelligence, 2008, 30(9):1672-1680.

    [7] [7] NIE F P, HUANG H, DING C, et al. Robust principal component analysis with non-greedy L1-norm maximization[C]//The Proceedings of 22th International Joint Conference on Artificial Intelligence, July 16-22, 2021, Barcelona, Spain. CA: IJCAI, 2011, 22(1):1433-1438.

    [8] [8] WANG Q Q, GAO Q X, GAO X B, et al. Angle principal component analysis[C]//The Proceedings of 26th International Joint Conference on Artificial Intelligence, August 19-25, 2017, Melbourne, Australia. CA: IJCAI, 2017:2936-2942.

    [9] [9] YANG J, ZHANG D, FRANGI A F, et al. Two-dimensional PCA: a new approach to appearance-based face representation and recognition[J]. IEEE Transactions on Pattern Analysis and Machine Intelligence, 2004, 26(1):131-137.

    [10] [10] WANG R, NIE F P, YANG X J, et al. Robust 2DPCA with non-greedy L1-norm maximization for image analysis[J]. IEEE Transactions on Cybernetics, 2015, 45(5):1108-1112.

    [11] [11] LI T, LI M Y, GAO Q X, et al. F-norm distance metric based robust 2DPCA and face recognition[J]. Neural Networks, 2017, 94:204-211.

    [12] [12] WANG J. Generalized 2-D principal component analysis by Lp-norm for image analysis[J]. IEEE Transactions on Cybernetics, 2016, 46(3):792-803.

    [13] [13] GAO Q X, MA L, LIU Y, et al. Angle 2DPCA: a new formulation for 2DPCA[J]. IEEE Transactions on Cybernetics, 2018, 48(5):1672-1678.

    [17] [17] WANG X F, ZHANG Y N, LIU J, et al. Online detection of weld surface defects based on improved incremental learning approach[J]. Expert Systems with Applications, 2022, 195:116407.

    [20] [20] ZHANG H X, BI H X, WANG X F, et al. A joint-norm distance metric 2DPCA for robust dimensionality reduction[J]. Information Sciences, 2023, 640:119036.

    [21] [21] BI P F, DENG Y Y, DU X. A robust optimal mean cosine angle 2DPCA for image feature extraction[J]. Neural Computing and Applications, 2022, 34, 20117-20134.

    Tools

    Get Citation

    Copy Citation Text

    HU Yunfa. Research on crack detection of concrete based on two-dimensional principal component analysis algorithm[J]. Journal of Optoelectronics · Laser, 2025, 36(6): 638

    Download Citation

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

    Category:

    Received: Sep. 23, 2024

    Accepted: Jun. 24, 2025

    Published Online: Jun. 24, 2025

    The Author Email: HU Yunfa (zhxm_6758@163.com)

    DOI:10.16136/j.joel.2025.06.0521

    Topics