Anatomical tissue engineering of the anterior cruciate ligament entheses

C Gögele, J Hahn, G Schulze-Tanzil - International Journal of Molecular …, 2023 - mdpi.com
The firm integration of anterior cruciate ligament (ACL) grafts into bones remains the most
demanding challenge in ACL reconstruction, since graft loosening means graft failure. For a …

Identifying constitutive parameters for complex hyperelastic materials using physics-informed neural networks

S Song, H Jin - Soft Matter, 2024 - pubs.rsc.org
Identifying constitutive parameters in engineering and biological materials, particularly those
with intricate geometries and mechanical behaviors, remains a longstanding challenge. The …

Inference of deformation mechanisms and constitutive response of soft material surrogates of biological tissue by full-field characterization and data-driven variational …

Z Wang, JB Estrada, EM Arruda, K Garikipati - Journal of the Mechanics and …, 2021 - Elsevier
We present a novel, fully three-dimensional approach to soft material characterization and
constitutive modeling with relevance to soft biological tissue. Our approach leverages recent …

Equilibrium-based convolution neural networks for constitutive modeling of hyperelastic materials

LF Li, CQ Chen - Journal of the Mechanics and Physics of Solids, 2022 - Elsevier
Recently, various machine learning methods have been developed to model the stress-
strain constitutive behavior of materials. In these methods, a large database of multi-axial …

FEniCS implementation of the Virtual Fields Method (VFM) for nonhomogeneous hyperelastic identification

J Deng, X Guo, Y Mei, S Avril - Advances in Engineering Software, 2023 - Elsevier
It is of great significance to identify the nonhomogeneous distribution of material properties
in human tissues for different clinical and medical applications. This leads to the requirement …

Identifying constitutive parameters for complex hyperelastic solids using physics-informed neural networks

S Song, H Jin - arXiv preprint arXiv:2308.15640, 2023 - arxiv.org
Identifying constitutive parameters in engineering and biological materials, particularly those
with intricate geometries and mechanical behaviors, remains a longstanding challenge. The …

Hyperelastic characterization reveals proteoglycans drive the nanoscale strain-stiffening response in hyaline cartilage

KP McCreery, CM Luetkemeyer, S Calve… - Journal of biomechanics, 2023 - Elsevier
Degenerative diseases such as osteoarthritis (OA) result in deterioration of cartilage
extracellular matrix (ECM) components, significantly compromising tissue function. For …

A method for defining tissue injury criteria reveals that ligament deformation thresholds are multimodal

CM Luetkemeyer, CP Neu, S Calve - Acta Biomaterialia, 2023 - Elsevier
Soft tissue injuries (such as ligament, tendon, and meniscus tears) are the result of
extracellular matrix damage from excessive tissue stretching. Deformation thresholds for soft …

The mechanics of embedded fiber networks

S Kakaletsis, E Lejeune, M Rausch - Journal of the Mechanics and Physics …, 2023 - Elsevier
Fiber networks underlie the mechanical behavior of a wide range of natural and engineered
materials. Interestingly, these networks are often embedded within amorphous matrices …

Ogden material calibration via magnetic resonance cartography, parameter sensitivity and variational system identification

DP Nikolov, S Srivastava, BA Abeid… - … of the Royal …, 2022 - royalsocietypublishing.org
Contemporary material characterization techniques that leverage deformation fields and the
weak form of the equilibrium equations face challenges in the numerical solution procedure …