A Transfer Learning-Based Adaptive Neural Network Material Modeling Framework

doi:10.1016/j.ijmecsci.2025.110757

A Transfer Learning-Based Adaptive Neural Network Material Modeling Framework

2025-08-28

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DOI：10.1016/j.ijmecsci.2025.110757

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Abstract

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• Heterogeneous transfer enables adaptive material modeling with minimal test data. • Fine-tuning pre-trained models via evolutionary non-convex optimization. • Physics-compliant data generation via calibration of physics-based material model. • Efficient characterization of material properties under varying process parameters.

Keywords:

heterogeneous transfer

fine-tuning

evolutionary optimization

physics-compliant data generation

material characterization

A Transfer Learning-Based Adaptive Neural Network Material Modeling Framework

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