Inverse designOptical materialsStructural colorVirtual realityAdvances in augmented reality and virtual reality platforms have sparked interest in high-performance metasurface color filters with elevated resolution, saturation, and durability. However, the predominant use of either dielectrics or metals prevents...
The mean square error of all parameters in the data set is less than 0.23. Furthermore, we also designed the holographic imaging metasurfaces to verify network reliability. The network proved to be a new tool for the inverse design of meta-atoms. 展开 ...
Machine-learning-assisted metasurface design for high-efficiency thermal emitter optimization. Appl. Phys. Rev. 7, 021407 (2020). Article CAS Google Scholar Gahlmann, T. & Tassin, P. Deep neural networks for the prediction of the optical properties and the free-form inverse design of ...
For example, the deep learning was employed to design the metasurface for the absorption of microwaves [35]. However, its application in mechanical systems is still in its infancy, and there have been few relevant research achievements reported yet. Li et al. [36] combined autoencoder and ...
Frequency transfer and inverse design for metasurface under multi-physics coupling by Euler latent dynamic and data-analytical regularizations Enze Zhu Zheng Zong Zhun Wei Nature Communications(2025) An uncertainty-aware deep learning framework-based robust design optimization of metamaterial units ...
Different from the complex stacking of multiple graphene layers in the traditional design, inspired by the twisted magic angle of graphene structures, a twisted bilayer graphene metasurface absorber (TBGMA) is innovatively investigated for THz wave absorption broadening inverse design based on artificial ...
This advancement in design efficiency and multichannel capability benefits the development of highly functional metasurfaces. 展开 关键词: Graph attention network Inverse design Mutual coupling effect Multifunctional metasurface DOI: 10.1016/j.optlastec.2024.112273 年份: 2025 ...
The application of the unsupervised model in the metasurface design process is also presented. The inverse design of unit structures initially focused on a simple unit structure, which was a pioneering attempt. Researchers also performed forward and inverse designs of the unit structure in certain ...
Theoretical requirements and inverse design for broadband perfect absorption of low-frequency waterborne sound by ultrathin metasurfaceEffective absorption of low-frequency waterborne sound with subwavelength absorbers has always been a challenging work. In this paper, we derive two theoretical requirements ...
& Cai, W. Generative model for the inverse design of metasurfaces. Nano Lett. 18, 6570–6576 (2018). 61. Tahersima, M. H. et al. Deep neural network inverse design of integrated pho- tonic power splitters. Sci. Rep. 9, 1368 (2019). 62. Ma, W., Cheng, F., Xu, Y., Wen,...