Xue Research Group

Companion code for the review paper A Review of Differentiable Programming in Computational Mechanics.

Hierarchical physics-informed Gaussian process regression for yield strength prediction in laser powder bed fusion

High-fidelity and differentiable simulation framework for lithium-ion batteries

Level-set-based Topological Derivative Optimisation Framework for 3D Metamaterials Design

Style-constrained inverse design of microstructures with tailored mechanical properties using unconditional diffusion models

Physics-guided diffusion models for inverse design of disordered metamaterials

Microstructure prediction with fine-tuning and distillation on diffusion models.

Systematic design of planar metamaterials whose elastic behavior is orthotropic in volumetric response while remaining isotropic in deviatoric elasticity