Reinforcement learning applied to metamaterial design

T Shah, L Zhuo, P Lai, D La Rosa-Moreno… - The Journal of the …, 2021 - pubs.aip.org
This paper presents a semi-analytical method of suppressing acoustic scattering using
reinforcement learning (RL) algorithms. We give a RL agent control over design parameters …

The gradient of total multiple scattering cross-section and its application to acoustic cloaking

FA Amirkulova, AN Norris - Journal of Theoretical and …, 2020 - World Scientific
We derive a formula for the gradients of the total scattering cross-section (TSCS) with
respect to positions of a set of cylindrical scatterers. The analytic form enhances modeling …

Sound localization through multi-scattering and gradient-based optimization

F Amirkulova, S Gerges, A Norris - Mathematics, 2021 - mdpi.com
A gradient-based optimization (GBO) method is presented for acoustic lens design and
sound localization. GBO uses a semi-analytical optimization combined with the principle of …

Design of acoustic cloak using generative modeling and gradient-based optimization

L Zhuo, F Amirkulova - … -NOISE and NOISE-CON Congress and …, 2021 - ingentaconnect.com
Metamaterials are engineered composites that can achieved electromagnetic and
mechanical properties that do not exist in natural materials by rearranging their structures …

Acoustic Cloak Design Using Generative Modeling and Reinforcement Learning

L Zhuo - 2022 - search.proquest.com
Metamaterials are engineered composites that can exhibit acoustic, electromagnetic, elasto-
dynamic and mechanical properties that are not found in natural materials. Due to the …

Acoustic Lens Design Using Machine Learning

WC Wang - 2022 - search.proquest.com
This thesis aims to contribute to the development of a novel approach and efficient method
for the inverse design of acoustic metamaterial lenses using machine learning, specifically …

[PDF][PDF] 共分散行列適応進化戦略と S 行列を用いたフォノニック構造のパラメータ最適化

飯盛浩司, 松島慶, 鶴田健二… - 計算数理工学 …, 2020 - matsumoto.nuem.nagoya-u.ac.jp
This paper presents a parameter optimisation strategy for phononic structures. The phononic
structures here are assumed consisting of multiple scatterers. The rotation angles of each …

[PDF][PDF] Sound Localization through Multi-Scattering and Gradient-Based Optimization. Mathematics 2021, 9, 2862

F Amirkulova, S Gerges, A Norris - 2021 - academia.edu
A gradient-based optimization (GBO) method is presented for acoustic lens design and
sound localization. GBO uses a semi-analytical optimization combined with the principle of …