The invention discloses an intelligent water pump
control system, which belongs to the technical field of
intelligent control and comprises a
data acquisition module, a data preprocessing module, an operation state detection model construction module, an energy-saving efficiency prediction model construction module and an
intelligent control module. According to the method, attention weights are calculated based on
mutual information,
time sequence fusion features are obtained, a multi-
modal attention dynamic graph is generated, an initial
feature matrix is extracted,
time sequence trend features are obtained based on a trend slope, a residual error between the initial features and a window mean value is calculated and converted into a
mutation probability, and the trend slope and the
mutation probability are introduced to adjust gating parameters. According to the method, multi-frequency subsequences are obtained based on
wavelet decomposition,
time sequence features are extracted, a time feature
tensor is obtained in combination with an attention mechanism, time-channel cross features are weighted through
nonlinear channel weights, a channel feature
tensor is obtained, an accurate motor rotating speed instruction is provided for
intelligent control, and the safety and stability of water pump control are improved.