A hybrid design framework combining the advantages of both DL forward design and the inverse design based on the mixture density network (MDN) is proposed.
Jun 8, 2023 · In this paper, a hybrid design framework combining the advantages of both DL forward design and the inverse design based on the mixture density ...
Aug 1, 2023 · In this paper, a hybrid design framework combining the advantages of both DL forward design and the inverse design based on the mixture density ...
A hybrid deep learning approach for the design of 2D low porosity auxetic metamaterials. https://doi.org/10.1016/j.engappai.2023.106413 ·.
Aug 29, 2024 · This paper introduces a novel machine learning framework that leverages a hybrid model of conditional Variational Autoencoder (CVAE) and Denoising Diffusion ...
Missing: low porosity
A hybrid deep learning approach for the design of 2D low porosity auxetic metamaterials. C Zhang, J Xie, A Shanian, M Kibsey, YF Zhao. Engineering Applications ...
Sep 1, 2024 · This paper introduces a novel metasurface based on Auxetic metamaterials for attenuating and isolating low-frequency Rayleigh waves. Distributed ...
Missing: porosity | Show results with:porosity
A hybrid deep learning approach for the design of 2D low porosity auxetic metamaterials. C Zhang, J Xie, A Shanian, M Kibsey, YF Zhao. Engineering Applications ...
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May 29, 2023 · We proposed a hybrid method with generative and surrogate models generates designs that ... A case study on 2D low porosity auxetic metamaterials ...
In this paper, we first reviewed classic auxetic designs and summarized their variants in different applications. The enormous variant design space leads to ...