The invention relates to the technical field of
vibration detection, in particular to a double-source strong earthquake
signal identification method and device for high-rise building monitoring, and the method comprises the following steps: S1, preparing and installing a double-source strong earthquake instrument: enabling an MEMS
accelerometer and a
quartz accelerometer to be vertically arranged on a Z axis, and horizontally distributed on an X axis and a Y axis; s2, synchronously acquiring vibration
signal components of the two accelerometers in three axial directions in real time and performing consistency judgment; s3, strong motion seismograph double-source
signal feature extraction: starting from T0, recording data vectors of set
time duration for three components of the MEMS
accelerometer and the
quartz accelerometer, and forming a recognition model input matrix; and S4, strong motion seismograph double-source signal type identification: forming a sample
feature data set, optimizing the one-dimensional
convolutional neural network, and constructing a double-source signal identification model. The method has the advantages that multiple types of sensors are integrated to recognize vibration signals, and recognition accuracy, reliability and anti-jamming capability are improved.