Artificial intelligence algorithm for predicting and controlling roll forming
The invention discloses an artificial intelligence algorithm for predicting and controlling roll forming, comprising the following steps: S1, acquiring a large amount of simulation data through professional software, the simulation data comprising process parameters, material parameters and correspo...
Gespeichert in:
Hauptverfasser: | , , , , , , , |
---|---|
Format: | Patent |
Sprache: | chi ; eng |
Schlagworte: | |
Online-Zugang: | Volltext bestellen |
Tags: |
Tag hinzufügen
Keine Tags, Fügen Sie den ersten Tag hinzu!
|
Zusammenfassung: | The invention discloses an artificial intelligence algorithm for predicting and controlling roll forming, comprising the following steps: S1, acquiring a large amount of simulation data through professional software, the simulation data comprising process parameters, material parameters and corresponding springback data during simulation, combining and recording the simulation data into a data set, and dividing the data set into a training set and a test set; s2, training a springback prediction model by the training set through an SAPSO-SVR algorithm, testing the accuracy of the prediction model by using the test set, and evaluating the model; s3, through an optimization algorithm, a decision-making model is constructed according to the process parameters, the material parameters and the rebound data, and the decision-making model is used for controlling forming; according to the SAPSO-SVR algorithm, the automatic parameter adjustment function of the model can be achieved, the precision of the algorithm is i |
---|