The invention relates to the technical field of frequency converter
resonance control, and provides a frequency converter long-line driving
system resonance suppression method and device, and the method comprises the steps: obtaining
time sequence data, carrying out the normalization
processing, calculating a theoretical resonant frequency, and predicting the resonant frequency through an attention-enhanced long-short-
term memory neural network. Calculating a frequency error compensation amount, and calculating a
harmonic suppression comprehensive performance evaluation index according to the frequency error compensation amount and the predicted resonant frequency; the
harmonic suppression effect is evaluated according to the
harmonic suppression comprehensive performance evaluation index and the index threshold value, and the
weight coefficient of the attention-enhanced long-short-
term memory neural network is adjusted through an NSGA-II optimization
algorithm; and adjusting the
center frequency and bandwidth parameters of the frequency converter long-line driving
system according to the predicted resonant frequency to realize
resonance suppression of the frequency converter long-line driving
system. According to the invention, the
feature extraction capability of the LSTM network is enhanced through the attention mechanism, the accuracy of resonant frequency prediction is significantly improved, and the harmonic suppression effect is improved.