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 …
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 …
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
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 …
(SMP) metamaterials that are lightweight and have superior strength, remarkable flexibility …
Generative inverse design of multimodal resonant structures for locally resonant metamaterials
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 …
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
The laminated plate-type acoustic metamaterial (LPAM) has designable low-frequency
sound insulation performance and ultrathin and ultralight characteristics. However, the …
sound insulation performance and ultrathin and ultralight characteristics. However, the …
Nonreciprocal vibration transmission using dislocated displacement feedback
This paper examines absolute displacement feedback using dislocated sensor-actuator
pairs to design and implement an active metamaterial cell for nonreciprocal vibration …
pairs to design and implement an active metamaterial cell for nonreciprocal vibration …
On homogenization approaches for manipulation with fields inside and outside metamaterials
Application of metamaterial in realistic devices requires reliable approaches for effective
material parameters. We demonstrate that a general homogenization procedure is non …
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 …
monitor the environment. These systems use advanced sensors to get information from the …