Hybrid intelligent hysteresis model based on DBN-DNN algorithm and fusion Preisach operator

•The HIHM has the better structure and higher precision than traditional models.•The magnetization state vector is used to characterize the specific magnetization of materials.•The modeling of HIHM can reduce the requirement of hysteresis data.•The HIHM can overcome this unreasonableness in the modeling of Preisach.•To the parameter identification of the J-A model, the training of HIHM taken less time.