Intelligent on-demand design of phononic metamaterials
With the growing interest in the field of artificial materials, more advanced and sophisticated
functionalities are required from phononic crystals and acoustic metamaterials. This implies …
functionalities are required from phononic crystals and acoustic metamaterials. This implies …
Machine learning and deep learning in phononic crystals and metamaterials–A review
Abstract Machine learning (ML), as a component of artificial intelligence, encourages
structural design exploration which leads to new technological advancements. By …
structural design exploration which leads to new technological advancements. By …
Machine-learning-driven on-demand design of phononic beams
The development of phononic crystals, especially their interaction with topological
insulators, allows exploration of the anomalous properties of acoustic/elastic waves for …
insulators, allows exploration of the anomalous properties of acoustic/elastic waves for …
Deep learning for the design of phononic crystals and elastic metamaterials
CX Liu, GL Yu - Journal of Computational Design and …, 2023 - academic.oup.com
The computer revolution coming by way of data provides an innovative approach for the
design of phononic crystals (PnCs) and elastic metamaterials (EMs). By establishing an …
design of phononic crystals (PnCs) and elastic metamaterials (EMs). By establishing an …
Review and perspective on acoustic metamaterials: From fundamentals to applications
J Zhang, B Hu, S Wang - Applied Physics Letters, 2023 - pubs.aip.org
In the past two decades, the research on acoustic metamaterials has flourished, which is
also benefited from the development of additive manufacturing technology. The exotic …
also benefited from the development of additive manufacturing technology. The exotic …
A physics-guided machine learning for multifunctional wave control in active metabeams
With the growing interest in the field of artificial materials, more advanced and sophisticated
wave functionalities are required from phononic crystals and acoustic metamaterials. Due to …
wave functionalities are required from phononic crystals and acoustic metamaterials. Due to …
Deep-learning-based acoustic metamaterial design for attenuating structure-borne noise in auditory frequency bands
In engineering acoustics, the propagation of elastic flexural waves in plate and shell
structures is a common transmission path of vibrations and structure-borne noises. Phononic …
structures is a common transmission path of vibrations and structure-borne noises. Phononic …
[HTML][HTML] Expanding the design space and optimizing stop bands for mechanical metamaterials
A predictive design, analysis, and optimization tool that quickly and accurately captures the
frequency response of locally resonant metamaterials is presented. A reduced order model …
frequency response of locally resonant metamaterials is presented. A reduced order model …
Modeling acoustic metamaterials based on reused buttons using data fitting with neural network
G Ciaburro, G Iannace - The Journal of the Acoustical Society of …, 2021 - pubs.aip.org
Metamaterials are designed by arranging artificial structural elements according to periodic
geometries to obtain advantageous and unusual properties when they are hit by waves …
geometries to obtain advantageous and unusual properties when they are hit by waves …
A deep learning approach for inverse design of the metasurface for dual-polarized waves
Compared to the conventional metasurface design, machine learning-based methods have
recently created an inspiring platform for an inverse realization of the metasurfaces. Here …
recently created an inspiring platform for an inverse realization of the metasurfaces. Here …