The invention discloses an electrocardio and heart sound
signal fusion analysis
system, particularly relates to the technical field of
signal analysis, and comprises a preprocessing module, a
feature extraction module, a dimension reduction and
correlation analysis module, a prediction model construction module, a
heart rate influence correction module and a joint
feature generation module. Through
joint analysis of electrocardio and heart sound signals, the
system combines multi-dimensional information of electrophysiological characteristics and
mechanical vibration characteristics, the limitation of single
signal diagnosis is made up, the splitting degree, intensity and other characteristics of the heart sound signals are quantified through
wave packet extraction and information entropy calculation, and subjective dependence of traditional
auscultation is reduced; the key waveform features of the electrocardiosignals strengthen the
pathological relevance through accurate identification and
time sequence analysis, and the sensitivity of key parameters is further optimized through combination of
feature generation and dynamic
weight distribution, so that the model can capture early
pathological changes more accurately, and a reliable basis is provided for quantitative diagnosis of cardiovascular diseases.