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Updated: Sep 11, 2025

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    This study introduces a deep learning method for precise phase control in high-power orbital angular momentum (OAM) beams. It enhances coherent beam combining for improved free-space optical communication systems.

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    Area of Science:

    • Optics and Photonics
    • Laser Physics
    • Optical Communications

    Background:

    • Orbital angular momentum (OAM) beams are crucial for advanced applications like laser communication and optical imaging.
    • High-power, high-quality vortex beams are essential for long-distance free-space optical communication.
    • Coherent beam combining (CBC) enhances power while preserving beam quality, but rapid phase locking remains a challenge.

    Purpose of the Study:

    • To develop an efficient method for rapid phase locking of vortex beams in high-power optical systems.
    • To overcome limitations of traditional phase control methods in laser phased arrays.
    • To improve the capacity and reliability of free-space optical communication using OAM beams.

    Main Methods:

    • A deep learning approach utilizing spiral phase modulation was proposed.
    • A specialized loss function was designed to eliminate phase periodicity, creating a nonlinear mapping.
    • A power-in-the-bucket (PIB) metric was introduced to enhance phase prediction accuracy and mitigate dynamic phase errors.

    Main Results:

    • The deep learning model successfully established a nonlinear mapping between sub-beam phases and far-field images.
    • The PIB metric effectively mitigated dynamic phase errors, improving phase prediction accuracy.
    • The proposed method demonstrates potential for high-power vortex beam generation and coherent combining.

    Conclusions:

    • The deep learning-based method offers a promising solution for precise phase control in OAM beam systems.
    • This technique can significantly enhance the performance of high-power vortex beam optical systems, particularly those employing coherent combining.
    • The findings contribute to advancing free-space optical communication and other OAM-based technologies.