In the era of advanced artificial intelligence (AI) models. the intersection of music and pattern recognition has garnered significant interest. This study investigates the application of music-inspired features for the classification of instrument sounds. A novel feature extraction model. https://countryscenesaddleryandpetsuppliers.shop/product-category/western-bits/