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Cited article:

A graph neural network surrogate model for mesh-based crashworthiness prediction of vehicle panel components

Haoran Li, Yingxue Zhao, Haosu Zhou, Tobias Pfaff and Nan Li
Results in Engineering 110925 (2026)
https://doi.org/10.1016/j.rineng.2026.110925

A multi-level graph-based surrogate model for real-time high-fidelity sheet forming simulations

Haosu Zhou, Yingxue Zhao, Haoran Li, Tobias Pfaff and Nan Li
Advanced Engineering Informatics 66 103458 (2025)
https://doi.org/10.1016/j.aei.2025.103458