Abstract Mineral classification is essential in geological exploration and the metallurgical industry. Conventional analytical approaches often require careful sample preparation and complex instrumentation. Laser-induced plasma acoustic (LIPA) signals carry both physical and chemical information about materials, and the acoustic acquisition process requires relatively simple and low-cost instrumentation, making it a potentially useful approach for mineral classification. In this work, the relat