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Advanced filters: Author: Erji Li Clear advanced filters

Current-diffusion model for metasurface structure discoveries with spatial-frequency dynamics

Metasurface design driven by AI faces challenges, such as extrapolation to unexplored performance regimes. MetaAI, a physics-aware current-diffusion framework, is introduced to advance metamaterial discovery from interpolation to extrapolation.

Erji Li
Yusong Wang
Zhun Wei
Research31 Dec 2025
Nature Machine Intelligence

Volume: 8, P: 59-69
Frequency transfer and inverse design for metasurface under multi-physics coupling by Euler latent dynamic and data-analytical regularizations

Frequency transfer, which allows researchers to go beyond in-range analyses of spectrum properties towards out-of-the range predictions, is a key challenge in machine learning. Here, the authors propose a multi-physics deep learning framework without the knowledge of the multi-physics response to inverse design metasurface.

Enze Zhu
Zheng Zong
Zhun Wei
ResearchOpen Access06 Mar 2025
Nature Communications

Volume: 16, P: 1-13
100-m-resolution surface soil moisture data during the thawing season on the Qinghai‒Tibet Plateau

Zhibin Li
Lin Zhao
Yiwei Wang
ResearchOpen Access24 Mar 2025
Scientific Data

Volume: 12, P: 1-15

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