Lightweight sound-absorbing metastructures with perforated fish-belly panels

•The perforated fish-belly panel provides a new degree of freedom for sound absorption design.•Effective impedance theory is developed which can be extended to other sandwich structures.•Four-units coupling metastructure with reinforcement learning design is proposed for broadband absorption.•A figure of merit revealing a global multifunctional evaluation is discussed.