Acta Optica Sinica, Volume. 44, Issue 18, 1801002(2024)

Application of Independent Component Analysis Method in Underwater Lidar

Zhen Wang1, Chaoyang Fan2, Suhui Yang2、*, Xinyu Liu2, and Zhen Xu2
Author Affiliations
  • 1The 34th Research Institute of China Electronics Technology Group Corporation, Guilin 541004, Guangxi , China
  • 2Key Laboratory of Information Photonics Technology, Ministry of Industry and Information Technology, Beijing Institute of Technology, Beijing 100081, China
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    Figures & Tables(9)
    Monte Carlo simulation flow chart of photon underwater transmission
    Simulated results of pulse echo signals under different scattering coefficients
    Signals separated by FastICA algorithm. (a) Target echo signal; (b) backscattering noise signal
    Schematic of experimental setup
    Schematic of scanning control and data acquisition
    Point cloud distance distribution of underwater target. (a)(b) Point cloud distribution before and after processing by FastICA algorithm when turbidity is 4.2 NTU; (c)(d) point cloud distribution before and after processing by FastICA algorithm when turbidity is 12.2 NTU; (e)(f) point cloud distribution before and after processing by FastICA algorithm when turbidity is 20.5 NTU
    Three-dimensional point cloud images of underwater target. (a)(b) Three-dimensional point cloud images before and after processing by FastICA algorithm when turbidity is 4.2 NTU; (c)(d) three-dimensional point cloud images before and after processing by FastICA algorithm when turbidity is 12.2 NTU; (e)(f) three-dimensional point cloud images before and after processing by FastICA algorithm when turbidity is 20.5 NTU
    RMSE of three-dimensional point cloud ranging under different turbidities
    Three-dimensional point cloud images of underwater target when the attenuation coefficient is 2.7 m-1. (a) Unprocessed by FastICA algorithm; (b) processed by FastICA algorithm
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    Zhen Wang, Chaoyang Fan, Suhui Yang, Xinyu Liu, Zhen Xu. Application of Independent Component Analysis Method in Underwater Lidar[J]. Acta Optica Sinica, 2024, 44(18): 1801002

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    Paper Information

    Category: Atmospheric Optics and Oceanic Optics

    Received: Dec. 22, 2023

    Accepted: Mar. 5, 2024

    Published Online: Sep. 11, 2024

    The Author Email: Yang Suhui (suhuiyang@bit.edu.cn)

    DOI:10.3788/AOS231965

    CSTR:32393.14.AOS231965

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