In this paper. a novel time-frequency signature using resonance-based sparse signal decomposition (RSSD). phase space reconstruction (PSR). time-frequency distribution (TFD) and manifold learning is proposed for feature extraction of ship-radiated noise. https://jalyttlers.shop/product-category/paddle-board/