Roland C. Aydin

Constitutive artificial neural networks: A fast and general approach to predictive data-driven constitutive modeling by deep learning

Kevin Linka, Markus Hillgärtner, Kian P. Abdolazizi et al. · Journal of Computational Physics · 2020 · 274 citations · Full text

Artificial Intelligence, Convolutional Neural Network, Engineering +28

A homogenized constrained mixture (and mechanical analog) model for growth and remodeling of soft tissue

Christian J. Cyron, Roland C. Aydin, Jay D. Humphrey · Biomechanics and Modeling in Mechanobiology · 2016 · 148 citations · Full text

Mechanobiology, Tissue Engineering, Homogenized Constrained Mixture +14

Homogenized constrained mixture models for anisotropic volumetric growth and remodeling

Fabian A. Braeu, Alexander Seitz, Roland C. Aydin et al. · Biomechanics and Modeling in Mechanobiology · 2016 · 105 citations · Full text

Numerical Analysis, Geometric Modeling, Mixture Distribution +10

Hematopoietic Stem Cell Transplantation as Treatment for Patients with DOCK8 Deficiency

Susanne Aydin, Alexandra F. Freeman, Waleed Al–Herz et al. · The Journal of Allergy and Clinical Immunology In Practice · 2018 · 88 citations

Cell Therapy, Transplantation, Marrow Transplantation +11

Anisotropic stiffness and tensional homeostasis induce a natural anisotropy of volumetric growth and remodeling in soft biological tissues

Fabian A. Braeu, Roland C. Aydin, Christian J. Cyron · Biomechanics and Modeling in Mechanobiology · 2018 · 47 citations · Full text

Mechanobiology, Tissue Engineering, Engineering +14