Transfer learning of recurrent neural network‐based plasticity models

JN Heidenreich, C Bonatti… - International Journal for …, 2024 - Wiley Online Library
Mechanics‐specific recurrent neural network (RNN) models are known for their ability to
describe the complex three‐dimensional stress–strain response of elasto‐plastic solids for …

Post-Necking full-field FEMU identification of anisotropic plasticity from flat notched tension experiments

E Sakaridis, CC Roth, B Jordan, D Mohr - International Journal of Solids …, 2024 - Elsevier
This work introduces a finite element model updating (FEMU) identification scheme to
determine the material parameters of an anisotropic metal plasticity model. Surround digital …

[HTML][HTML] Integrating multiple samples into full-field optimization of yield criteria

M Ryser, J Steffen, B Berisha, M Bambach - International Journal of …, 2024 - Elsevier
Describing the anisotropic yielding behavior of sheet metal requires the determination of a
yield criterion along with its model parameters. A method often used for this task is inverse …

[HTML][HTML] Fracture behavior of sandstone with partial filling flaw under mixed-mode loading: Three-point bending tests and discrete element method

D Ma, Y Wu, X Ma, X Hu, W Dong, D Li, L Li - Journal of Rock Mechanics …, 2025 - Elsevier
The fracture behavior of natural fracture in the geological reservoir subjected to filling
property, affects the crack initiation and propagation under stress perturbation. Partial filling …

[HTML][HTML] Training of a physics-based thermo-viscoplasticity model on big data for polypropylene

B Jordan, D Mohr - International Journal of Plasticity, 2025 - Elsevier
Research on data-driven constitutive models has demonstrated their outstanding ability to
provide highly accurate predictions of the general stress-strain response after learning from …

A compact system for accurate measurement of true stress-strain curves in transparent materials subject to extensive deformation

Z Chen, X Tang, H Zhao, Y Zhou, R Liu - Measurement, 2023 - Elsevier
Accurate quantification of the true stress-strain curve over an extensive strain range is
pivotal for elucidating material mechanical properties and simulating non-linear plastic …

Validation of a double-semicircular notched configuration for mechanical testing of orthodontic thermoplastic aligner materials

Y Zhang, X **, F Savoldi, J Han, RKL Su, A Fok… - Journal of the …, 2024 - Elsevier
The potential of using specimens with a double-semicircular-notched configuration for
performing tensile tests of orthodontic thermoplastic aligner materials was explored …

[HTML][HTML] An advanced post-necking analysis methodology for elasto-plastic material models identification

M Beltramo, M Scapin, L Peroni - Materials & Design, 2023 - Elsevier
The tensile test is widely used for identifying the material plastic flow curve: this is a
fundamental step in the design and in material behavior analysis. However, during these …

Experimental and numerical analysis on interface damage of slab track under freeze-thaw cycles

J Ren, W Du, W Ye, X Xu, S Deng - Journal of Central South University, 2024 - Springer
The interface of slab track laid in cold regions is prone to debonding under the coupling of
freeze-thaw cycles and temperature loads. Based on the composite specimen tests, the …

[HTML][HTML] Whip-Bezier: A C1-continuous hardening law for efficient direct and inverse identification

E Sakaridis, PP Meyer, CC Roth, D Mohr - International Journal of Solids …, 2024 - Elsevier
In 3D constitutive models, the hardening law is an essential model ingredient that has a first
order effect on the predicted stress–strain response. In most phenomenological plasticity …