works on
adhesive mechanics 1finite deformation 1finite element analysis 1fracture mechanics 1hyperelastic constitutive modeling 1multimaterial 3d printing 1physics-informed neural networks 1soft matter 1soft robotics 1stretch-release adhesives 1topology optimization 1

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physics.comp-ph2026

Towards end-to-end optimization in multimaterial 3D printing

Xue-Ling Luo, Steven Yang, Jingye Tan +3

The paper introduces an end-to-end computational framework that combines sparsified physics‑augmented neural networks with finite‑element topology optimization to jointly optimize…