Surrogate-guided parametric inverse design of periodic labyrinthine ventilated acoustic metamaterialsa).
Labyrinthine ventilated acoustic metamaterials (LVAMs) enable simultaneous sound insulation and air ventilation but remain difficult to design due to their geometric complexity. This study develops a surrogate-guided inverse design framework for LVAMs with target phononic bandgaps. A parametric LVAM model is constructe...