Preview

ZJU Tube-Lab

Journal

A three-directional stress-strain model-based physics-embedded prediction framework for metal tube full-bent cross-sectional characteristics

Journal

Towards high-accuracy axial springback: Mesh-based simulation of metal tube bending via geometry/process-integrated graph neural networks

Journal

A honeycomb-inspired tubular metamaterial structure for enhanced mechanical performance in pipe-in-pipe

Journal

Enhanced energy absorption of a novel skeletal-united tubular metamaterial exhibiting negative Poisson’s ratio

Journal

Physics-informed springback prediction of 3D aircraft tubes with six-axis free-bending manufacturing

Journal

A transferred hybrid surrogate model integrating Gaussian membership virtual sample generation for small sample prediction: Applications in metal tube bending

Journal

Cross-sectional performance prediction of metal tubes bending with tangential variable boosting based on a parameters-weight-adaptive CNN

Journal

Task incremental learning-driven Digital-Twin predictive modeling for customized metal forming product manufacturing process

Journal

A multi-state fusion informer integrating transfer learning for metal tube bending early wrinkling prediction