Mechanical metamaterials, also known as architected materials, are rationally designed
composites, aiming at elastic behaviors and effective mechanical properties beyond ('meta') …

The use of metamaterials in various devices has revolutionized applications in optics,
healthcare, acoustics, and power systems. Advancements in these fields demand novel or …

Abstract Machine intelligence continues to rise in popularity as an aid to the design and
discovery of novel metamaterials. The properties of metamaterials are essentially …

The advent of the acoustic metasurfaces offered an unprecedented expansion of our ability
to manipulate and structure sound waves for many exotic functionalities. However, the …

Designing high‐performance porous electrodes is the key to next‐generation
electrochemical energy devices. Current machine‐learning‐based electrode design …

This paper presents a deep learning-based approach for the spatiotemporal reconstruction
of sound fields using generative adversarial networks. The method utilises a plane wave …

The laminated plate-type acoustic metamaterial (LPAM) has designable low-frequency
sound insulation performance and ultrathin and ultralight characteristics. However, the …

Application of machine learning on the design of acoustic metamaterials and phonon crystals:
A review Page 1 Smart Materials and Structures ACCEPTED MANUSCRIPT Application of …

In this work, we explain how to utilize the topology optimization method for the design of
acoustic cloaks based on the principle of scattering cancellation. To take account of the …

Acoustic metamaterials are engineered microstructures with special mechanical and
acoustic properties enabling exotic effects such as wave steering, focusing and cloaking. In …