The invention discloses a self-adaptive suppression method and
system for multi-band
signal interference of a mobile terminal, and the method comprises the steps: collecting a multi-band radio-frequency
signal power spectrum, extracting an interference
feature vector, inputting the interference
feature vector into a neural network prediction model, outputting future interference intensity probability distribution, generating a prediction
frequency spectrum according to the probability distribution, and combining the
current channel state information, pre-compensation
processing is carried out through a double-level
equalizer; the balancing strategy is dynamically adjusted according to the resource state of the mobile terminal, specifically, when the
CPU load exceeds a first preset value or the electric quantity is lower than a second preset value, a second-level
equalizer in the double-level
equalizer is forbidden, and the steps S20-S40 are executed again till the
CPU load and the electric quantity meet preset conditions; and a sliding window
verification mechanism is adopted, DTW distances of the predicted
frequency spectrum and the actually measured
frequency spectrum are compared, and the
frequency band weight coefficient of the
feature extraction matrix is dynamically updated. According to the method, the
signal interference suppression capability is improved through the synergistic effect of time-frequency feature enhancement,
hybrid model prediction,
dynamic resource scheduling and closed-
loop optimization.