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Transfer learning of recurrent neural network‐based plasticity models
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 …
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
This work introduces a finite element model updating (FEMU) identification scheme to
determine the material parameters of an anisotropic metal plasticity model. Surround digital …
determine the material parameters of an anisotropic metal plasticity model. Surround digital …
[HTML][HTML] Integrating multiple samples into full-field optimization of yield criteria
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 …
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
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 …
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
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 …
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 …
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
The potential of using specimens with a double-semicircular-notched configuration for
performing tensile tests of orthodontic thermoplastic aligner materials was explored …
performing tensile tests of orthodontic thermoplastic aligner materials was explored …
[HTML][HTML] An advanced post-necking analysis methodology for elasto-plastic material models identification
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 …
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 …
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
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 …
order effect on the predicted stress–strain response. In most phenomenological plasticity …