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...

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Bibliographische Detailangaben
Hauptverfasser: HE JINGSHENG, SUN YONG, GUO QIUQUAN, ZHANG DONGXING, XIAO JUNFENG, REN YINWANG, YANG JUN, XIONG ZILIU
Format: Patent
Sprache:chi ; eng
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Beschreibung
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