Research Explorer

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Researcher

Ninghan Tang

Publications & Research Data

Awards & Distinctions

8 Results

2025

Full-field experimental characterization and 3D-to-shell model transformation of plastic films for packaging applications

Pei HaoNinghan TangFrancisco A. Gilabert

Hybrid FEM-NN modeling of rate-dependent polymer mechanics across glass transition

Ninghan TangPei HaoJuan Miguel TiscarFrancisco A. Gilabert

A1 Journal Article in INTERNATIONAL JOURNAL OF MECHANICAL SCIENCES

Integrating neural networks and constitutive material modeling for recycled polymer blend mechanics

Ninghan TangPei HaoJuan Miguel TiscarFrancisco A. Gilabert

Predicting mechanical responses in polymer blends with unintended polymer fractions using an efficient neural network-based constitutive material model

Ninghan TangPei HaoJuan Miguel TiscarFrancisco A. Gilabert

A1 Journal Article in POLYMERS

Predicting temperature and strain-rate effects in recycled polymer blends using an efficient hybrid FEM-NN constitutive model

Ninghan TangPei HaoFrancisco A. Gilabert

Untapped potential of recycled thermoplastic blends in UD composites via finite element analysis

Pei HaoNinghan TangJuan Miguel TiscarFrancisco A. Gilabert

A1 Journal Article in POLYMERS

2024

A physical-informed FE-NN methodology for predicting highly nonlinear thermomechanical response of thermoset and thermoplastic polymers

Ninghan TangPei HaoFrancisco A. Gilabert

2023

Design of high-performance composites via 'self-constructible finite element material library' driven by reinforcement-based machine learning

Ninghan TangPei HaoFrancisco A. Gilabert