Conference Time: 10th Nov 2024, 08:44:54pm CET
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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. Fritzen 1 , J. Herb1 , S. Sharba2
1 University of Stuttgart; 2 Fraunhofer 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. Weeger 1 , D. K. Klein1 , F. J. Roth1 , F. Püsch1 , K. K. Maute2
1 TU Darmstadt; 2 University of Colorado Boulder, USA
9:50am - 10:10am Nonlinear electro-elastic finite element analysis with neural network constitutive models
D. K. Klein 1 , R. Ortigosa2 , J. Martínez-Frutos2 , O. Weeger1
1 TU Darmstadt; 2 TU Cartagena, Spain