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Case studies of ship-radiated noise on different datasets and various degrees of noise pollution manifest the effectiveness and robustness of the proposed method. Keywords: ship-radiated noise; resonance-based sparse signal decomposition; manifold learning; phase space reconstruction; resonance-based time-...