Machine Learning Through Physics–Informed Neural Networks: Progress and Challenges

K Antonion, X Wang, M Raissi, L Joshie - Academic Journal of Science …, 2024 - drpress.org
Physics-Informed Neural Networks (PINNs) represent a groundbreaking approach wherein
neural networks (NNs) integrate model equations, such as Partial Differential Equations …

A flexible metamaterial absorber with temperature-insensitive design at microwave frequencies

K Li, H Lu, M Bi, L Qi, X Weng - Smart Materials and Structures, 2023 - iopscience.iop.org
Develo** a metamaterial absorber (MA) with both flexibility and temperature insensitivity
continues to be a challenge in the field of radar stealth. In this paper, we propose a …

[HTML][HTML] Machine learning assisted design and optimization of plate-lattice structures with superior specific recovery force

A Teimouri, A Challapalli, J Konlan, G Li - Giant, 2024 - Elsevier
In load carrying structures and devices, there is a growing need for shape memory polymer
(SMP) metamaterials that are lightweight and have superior strength, remarkable flexibility …

Generative inverse design of multimodal resonant structures for locally resonant metamaterials

S Dedoncker, C Donner, R Bischof, L Taenzer… - arxiv preprint arxiv …, 2023 - arxiv.org
In the development of locally resonant metamaterials, the physical resonator design is often
omitted and replaced by an idealized mass-spring system. This paper presents a novel …

Inverse design of laminated plate-type acoustic metamaterials for sound insulation based on deep learning

C Song, X Wang, S Xu, C Zhao, Z Huang - Applied Acoustics, 2024 - Elsevier
The laminated plate-type acoustic metamaterial (LPAM) has designable low-frequency
sound insulation performance and ultrathin and ultralight characteristics. However, the …

Nonreciprocal vibration transmission using dislocated displacement feedback

S Arandia-Krešić, N Alujević, I Ćatipović… - Journal of sound and …, 2024 - Elsevier
This paper examines absolute displacement feedback using dislocated sensor-actuator
pairs to design and implement an active metamaterial cell for nonreciprocal vibration …

On homogenization approaches for manipulation with fields inside and outside metamaterials

EE Maslova, MV Rybin - Journal of Applied Physics, 2023 - pubs.aip.org
Application of metamaterial in realistic devices requires reliable approaches for effective
material parameters. We demonstrate that a general homogenization procedure is non …

Review of Hyperspectral Imaging in Environmental Monitoring Progress and Applications

Q Zhang, MB Willmott - Academic Journal of Science and Technology, 2023 - drpress.org
New, smaller and easy-to-carry hyperspectral imaging systems are changing the way we
monitor the environment. These systems use advanced sensors to get information from the …