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使用深度学习设计材料的单向成像。

Unidirectional imaging using deep learning-designed materials.

机构信息

Electrical and Computer Engineering Department, University of California, Los Angeles, Los Angeles, CA 90095, USA.

Bioengineering Department, University of California, Los Angeles, Los Angeles, CA 90095, USA.

出版信息

Sci Adv. 2023 Apr 28;9(17):eadg1505. doi: 10.1126/sciadv.adg1505.

Abstract

A unidirectional imager would only permit image formation along one direction, from an input field-of-view (FOV) A to an output FOV B, and in the reverse path, B → A, the image formation would be blocked. We report the first demonstration of unidirectional imagers, presenting polarization-insensitive and broadband unidirectional imaging based on successive diffractive layers that are linear and isotropic. After their deep learning-based training, the resulting diffractive layers are fabricated to form a unidirectional imager. Although trained using monochromatic illumination, the diffractive unidirectional imager maintains its functionality over a large spectral band and works under broadband illumination. We experimentally validated this unidirectional imager using terahertz radiation, well matching our numerical results. We also created a wavelength-selective unidirectional imager, where two unidirectional imaging operations, in reverse directions, are multiplexed through different illumination wavelengths. Diffractive unidirectional imaging using structured materials will have numerous applications in, e.g., security, defense, telecommunications, and privacy protection.

摘要

单向成像器仅允许沿一个方向形成图像,从输入视场 (FOV) A 到输出 FOV B,而在反向路径 B→A 中,图像形成将被阻挡。我们报告了单向成像器的首次演示,展示了基于连续衍射层的偏振不敏感和宽带单向成像,这些衍射层具有线性各向同性。在基于深度学习的训练之后,制造出的衍射层形成了一个单向成像器。尽管经过单色照明的训练,但衍射单向成像器在大光谱带宽内保持其功能,并在宽带照明下工作。我们使用太赫兹辐射实验验证了这种单向成像器,结果与我们的数值结果非常吻合。我们还创建了一个波长选择性的单向成像器,其中两个反向的单向成像操作通过不同的照明波长进行复用。使用结构化材料的衍射单向成像将在安全、防御、电信和隐私保护等领域有许多应用。

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