Discovering plasticity models without stress data
We propose an approach for data-driven automated discovery of material laws, which we call EUCLID (Efficient Unsupervised Constitutive Law Identification and Discovery), and we apply it here to the discovery of plasticity models, including arbitrarily shaped yield surfaces and isotropic and/or kinem...
Main Authors: | De Lorenzis, L. (Author), Flaschel, M. (Author), Kumar, S. (Author) |
---|---|
Format: | Article |
Language: | English |
Published: |
Nature Research
2022
|
Subjects: | |
Online Access: | View Fulltext in Publisher |
Similar Items
-
An Isotropic Model for Cyclic Plasticity Calibrated on the Whole Shape of Hardening/Softening Evolution Curve
by: Jelena Srnec Novak, et al.
Published: (2019-08-01) -
Finite Plane Strain Bending under Tension of Isotropic and Kinematic Hardening Sheets
by: Stanislav Strashnov, et al.
Published: (2021-03-01) -
Modelling Cyclic Behaviour of Martensitic Steel with J2 Plasticity and Crystal Plasticity
by: Hafiz Muhammad Sajjad, et al.
Published: (2019-05-01) -
On the applicability of multi-surface, two-surface and non-linear kinematic hardening models in multiaxial fatigue
by: M.A Meggiolaro, et al.
Published: (2015-06-01) -
On the applicability of multi-surface, two-surface and non-linear kinematic hardening models in multiaxial fatigue
by: M.A Meggiolaro, et al.
Published: (2015-06-01)