The invention discloses a self-
adaptive control method for a
proportional valve, and particularly relates to the technical field of
hydraulic control, and the method comprises the steps: recognizing behavior deviations such as response imbalance,
inertia abnormality or environment sudden change by obtaining multi-dimensional operation data in the
hydraulic control in real time, and judging whether to enter an evaluation process or not; after entering the process, extracting control behavior characteristics, calculating a dynamic structure compression degree and a control
energy spectrum dispersion rate, inputting the dynamic structure compression degree and the control
energy spectrum dispersion rate into a pre-training
machine learning model, and outputting a control effectiveness
score; respectively triggering parameter reconstruction, strategy replacement or
control logic correction according to a grading threshold interval in which the
score is located, so as to realize intelligent and self-adaptive regulation and control and performance maintenance of a
proportional valve control strategy; preposed
perception and risk judgment of control behaviors of the
proportional valve are achieved, structured indexes are constructed to evaluate control adaptability, a
fuzzy inference device is combined to output scores, parameter reconstruction, strategy replacement or logic correction are triggered according to risk levels, and intelligentization, self-adaptive regulation and control and stable maintenance of a control strategy are achieved.