Conference Agenda

Session
S08.06: Machine Learning/TFA/Mean-Field
Time:
Thursday, 21/Mar/2024:
8:30am - 10:30am

Session Chair: Stephan Wulfinghoff
Location: G16/054

Conference Room 054 in Building 16; size: 42

Presentations
8:30am - 8:50am

Thermo-mechanically coupled Nonuniform Transformation Field Analysis of heterogeneous solids

F. Fritzen1, J. Herb1, S. Sharba2

1University of Stuttgart; 2Fraunhofer ISC



8:50am - 9:10am

Mesh- and model adaptivity for NTFA and full-field elasto-plastic homogenization based on downwind and upwind approximations

A. Tchomgue Simeu, R. Mahnken

Paderborn University



9:10am - 9:30am

A hyperelastic-plastic mean-field-method at large deformations with damage for CFRP

Y. Zhan, I. Caylak, R. Mahnken

Paderborn University



9:30am - 9:50am

Parameterized hyperelastic material modeling and multiscale topology optimization with physics-augmented neural network constitutive models

O. Weeger1, D. K. Klein1, F. J. Roth1, F. Püsch1, K. K. Maute2

1TU Darmstadt; 2University of Colorado Boulder, USA



9:50am - 10:10am

Nonlinear electro-elastic finite element analysis with neural network constitutive models

D. K. Klein1, R. Ortigosa2, J. Martínez-Frutos2, O. Weeger1

1TU Darmstadt; 2TU Cartagena, Spain