Enhancing deformation characteristics prediction of coarse-grained soils with time-series generative adversarial network-based data augmentation and pre-training

doi:10.1007/s11709-025-1161-z

PDF(3005 KB)

Front. Struct. Civ. Eng. ›› DOI: 10.1007/s11709-025-1161-z

RESEARCH ARTICLE

Enhancing deformation characteristics prediction of coarse-grained soils with time-series generative adversarial network-based data augmentation and pre-training

Ying ZHANG, Meng JIA, Xuedong ZHANG, Liping CAO, Ziying AN, Hongchao WANG, Jinyu WANG

Author information +

History +

Cite this article

EndNote

Ris (Procite)

Bibtex

Download citation ▾

Ying ZHANG, Meng JIA, Xuedong ZHANG, Liping CAO, Ziying AN, Hongchao WANG, Jinyu WANG. Enhancing deformation characteristics prediction of coarse-grained soils with time-series generative adversarial network-based data augmentation and pre-training. Front. Struct. Civ. Eng., https://doi.org/10.1007/s11709-025-1161-z