Comparative study on the accuracy and robustness of piezoelectric valve flow prediction models based on deep learning
To enhance the dependability and autonomy of the μg/s piezoelectric flow control device in long-term on-orbit operations, the on-orbit adaptability and robustness of various deep learning prediction models are compared and analyzed. Multidimensional time series data such as excitation voltage, spool displacement, inlet...