ZJU Tube-Lab

Journal

Analytical springback modelling of helical metal tubes in 6-axis free bending considering dynamic constitutive effects

Journal

MET-Net: An equivalent-section mechanism-guided neural framework for explainable transfer learning in bilayer tube springback prediction under data scarcity and incomplete physical mechanisms

Journal

Design for Manufacturing: A Manufacturability Knowledge-Integrated Reinforcement Learning Framework for Free-Form Pipe Routing in Aeroengines

Conference

Smooth Free-Form Pipe Routing Design in Aero-Engines: A Quartic NURBS-Driven Deep Reinforcement Learning Approach

Journal

A self-learning framework for adaptive free-form pipe routing in aeroengines

Conference

A Data-Driven Framework for Axis Prediction and Springback Compensation in Spatial Metal Tube Bending

Conference

Conceptual Design of a Novel Four-Axis Free-Bending Equipment with Smooth Processing Trajectories for Spatial Tube High-Precision Manufacturing

Journal

Design for Manufacturing: A Manufacturability Knowledge-Integrated Reinforcement Learning Framework for Free-Form Pipe Routing in Aeroengines

Journal

Knowledge-Driven Spatiotemporal Graph Learning Framework for High-Fidelity Digital Twin: Real-Time Springback Prediction via Multi-Sensor Fusion

Journal

Flow-deformation-aware point cloud completion network for 3D metal bent tube

Journal

Ship Pipeline Route Intelligent Design via Energy-Field Constraint Quantification and Improved Hybrid Evolutionary Computation

Journal

From Semantic Intent to Adaptive Geometric Priors: A Large Language Model-Driven Search Framework for Interactive Pipe Routing

Conference

Mechanics Decomposition of Layer-Coupled Tubular Metamaterials under Axial Compression: Curvature-Adapted Modeling and Experimental Validation