Proposes a gradual energy-absorbing structure for subway vehicles.

The gradual energy-absorbing structure FE model was created and validated by experimental data.

Four different surrogate modeling methods are employed to formulate responses.

The Non-dominated Sorting Genetic Algorithm was used to optimize the crash performance of the structure.

The most suitable surrogate model is selected for optimization.