双波长矢量涡旋光束解/复用的衍射光神经网络。

IF 3.1 2区 物理与天体物理 Q2 OPTICS
Optics letters Pub Date : 2025-06-15 DOI:10.1364/OL.564618
Zehui Lu, Shaoxiang Duan, Hao Zhang, Wei Lin, Haifeng Liu, Bo Liu, Fan Jia
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引用次数: 0

摘要

矢量涡旋光束(VVBs)表现出独特的偏振和模式特性,使其成为先进光子应用的有前途的候选者。然而,VVBs的高效解/多路复用,特别是跨多个波长的解/多路复用仍然是一个重大挑战。为了解决这个问题,我们提出了一个复杂的调幅超表面衍射光神经网络(DNN)用于双波长矢量模式解/复用。我们的方法通过实现全局优化框架实现矢量光场的全维控制,实现高达40个通道的高模式转换效率和低串扰。此外,我们还研究了初始值和层数对优化性能的影响,为提高深度神经网络的效率提供了有价值的见解。这项工作为VVBs的进一步应用提供了一个简单而高效的平台。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Diffractive optical neural network for dual-wavelength vectorial vortex beams de-/multiplexing.

Vectorial vortex beams (VVBs) exhibit unique polarization and mode characteristics, positioning them as promising candidates for advanced photonic applications. However, the efficient de-/multiplexing of VVBs, particularly across multiple wavelengths, remains a significant challenge. To address this, we propose a complex amplitude-modulation metasurface-based diffractive optical neural network (DNN) for dual-wavelength vector mode de-/multiplexing. Our approach enables full-dimensional control of vectorial optical fields by implementing a global optimization framework, achieving high mode conversion efficiency and low cross talk across up to 40 channels. Additionally, we investigate the impact of initial values and layer counts on optimization performance, offering valuable insights for enhancing DNN efficiency. This work provides a simple, yet efficient, platform for further applications of VVBs.

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来源期刊
Optics letters
Optics letters 物理-光学
CiteScore
6.60
自引率
8.30%
发文量
2275
审稿时长
1.7 months
期刊介绍: The Optical Society (OSA) publishes high-quality, peer-reviewed articles in its portfolio of journals, which serve the full breadth of the optics and photonics community. Optics Letters offers rapid dissemination of new results in all areas of optics with short, original, peer-reviewed communications. Optics Letters covers the latest research in optical science, including optical measurements, optical components and devices, atmospheric optics, biomedical optics, Fourier optics, integrated optics, optical processing, optoelectronics, lasers, nonlinear optics, optical storage and holography, optical coherence, polarization, quantum electronics, ultrafast optical phenomena, photonic crystals, and fiber optics. Criteria used in determining acceptability of contributions include newsworthiness to a substantial part of the optics community and the effect of rapid publication on the research of others. This journal, published twice each month, is where readers look for the latest discoveries in optics.
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