贝叶斯神经网络加速设计具有宽带微波吸收、定制红外发射和可见光透明性的多光谱兼容伪装层

IF 7.6 2区 材料科学 Q1 MATERIALS SCIENCE, MULTIDISCIPLINARY
Hui-Ting Sun , Jun Wang , Jie Yang , Rui-Chao Zhu , Jie Zhang , Sai Sui , Zhao-Tang Liu , Zun-Tian Chu , Yi-Na Cui , Shao-Bo Qu , Jia-Fu Wang
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引用次数: 0

摘要

随着隐身和伪装应用的不断增加,具有可定制多光谱兼容性的元表面引起了广泛关注。与单光谱和固定场景伪装元表面相比,具有可设计性和光谱独立性的伪装元表面可以适应更复杂的环境。然而,这大大增加了元表面的设计复杂性和时间成本。在这里,我们提出了一种设计多光谱兼容功能伪装层的方法,它可以同时实现可定制的宽带微波吸收、可见光透明和选择性红外发射。贝叶斯神经网络可以在非常有限的先验数据基础上实现伪装层的优化和加速设计,大大降低了设计的复杂度和时间。为了验证我们的方法,我们设计并制造了一种具有数字红外伪装和低后向散射的光学透明元表面。仿真和实验结果很好地证明了元表面的多光谱兼容伪装性能。我们还进一步探讨了伪装层在微波入射角0-60°范围内的角度稳定性。我们提出的设计方案为设计与光谱无关且可设计的元表面提供了一种新方法,可用于复杂光谱背景下的伪装。
本文章由计算机程序翻译,如有差异,请以英文原文为准。

Bayesian-neural-network accelerated design of multispectral-compatible camouflage layer with wide-band microwave absorption, customized infrared emission and visible transparency

Bayesian-neural-network accelerated design of multispectral-compatible camouflage layer with wide-band microwave absorption, customized infrared emission and visible transparency
Metasurfaces with customizable multi-spectrum compatibility have attracted a great deal of attention due to the increasing applications of stealth and camouflage. Compared with single-spectrum and fixed-scene camouflage metasurfaces, a camouflage metasurface with the designability and spectral-independence can adapt to more complex environments. However, this drastically increases the design complexity and time cost of metasurfaces. Here, we propose a method to design multispectral compatible function layer of camouflage which can achieve customizable wideband microwave absorption, visible transparency and selective infrared emission, simultaneously. The design of the camouflage layer is optimized and accelerated by Bayesian-neural network, which can be implemented based on a very limited amount of prior data and can greatly reduce the design complexity and time. To verify our method, an optical-transparent metasurface with digital infrared camouflage and low backward scattering was designed and fabricated. The simulation and experimental results well demonstrate the performance of multispectral compatible camouflage of the metasurface. We further explore the angular stability of the camouflage layer to the incident angle varying from 0 to 60° at microwaves. Our proposed design scheme provides a novel method to design spectrum-individual and devisable metasurfaces, which can be applied to camouflage in complex spectrum background.
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来源期刊
Materials & Design
Materials & Design Engineering-Mechanical Engineering
CiteScore
14.30
自引率
7.10%
发文量
1028
审稿时长
85 days
期刊介绍: Materials and Design is a multi-disciplinary journal that publishes original research reports, review articles, and express communications. The journal focuses on studying the structure and properties of inorganic and organic materials, advancements in synthesis, processing, characterization, and testing, the design of materials and engineering systems, and their applications in technology. It aims to bring together various aspects of materials science, engineering, physics, and chemistry. The journal explores themes ranging from materials to design and aims to reveal the connections between natural and artificial materials, as well as experiment and modeling. Manuscripts submitted to Materials and Design should contain elements of discovery and surprise, as they often contribute new insights into the architecture and function of matter.
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