Autogluon-GA Framework: Accelerating Elastic Metasurface Design for Potential Applications

In the context of the rapid advancement of metasurface technology in the domains of acoustics and elastic wave propagation, there remains a significant need for the development of expedited customization of metasurface applications. To address this gap and foster progress in this field, the present study introduces an automated and rapid inverse design framework, termed AutoGluon-GA, tailored for the design of elastic metasurfaces oriented towards potential applications. The efficacy of the designed metasurfaces has been substantiated through finite element method simulations, demonstrating their potential utility in vibration isolation and waveguide systems. This achievement not only augments the repository of design schemes for elastic vibration metasurfaces but also provides a robust technological foundation for future practical implementations.