I. Introduction
At present, intelligent devices are employed to monitor and analyze ECG and PCG signals [1], enabling the identification of human motion states and the diagnosis of cardiovascular diseases. This holds significant importance for the progress of the medical and intelligent devices field. Nevertheless, the current analysis and diagnosis of ECG and PCG signals incur substantial labor costs, and the effectiveness of intelligent analysis methods remains limited.