Dong-Sheng Zhai

Adaptive Deep Neural Network Method for Engineering Structural Reliability Analysis with Imbalanced Samples

To improve the accuracy and efficiency of engineering structural reliability analysis under imbalanced sample conditions, an adaptive deep neural network (ADNN) method is pro-posed. The method integrates limit state surface (LSS)-based stratified splitting, a composite loss function, and an adaptive training strategy i...