Polyconvex neural network models of thermoelasticity

JN Fuhg, A Jadoon, O Weeger, DT Seidl… - Journal of the Mechanics …, 2024 - Elsevier
Abstract Machine-learning function representations such as neural networks have proven to
be excellent constructs for constitutive modeling due to their flexibility to represent highly …

Optical imaging of dynamic collagen processes in health and disease

LE Iannucci, CS Dranoff, MA David… - Frontiers in Mechanical …, 2022 - frontiersin.org
Collagen is a major structural component of nearly every tissue in the human body, whose
hierarchical organization imparts specific mechanical properties and defines overall tissue …

Identifying Heterogeneous Micromechanical Properties of Biological Tissues via Physics‐Informed Neural Networks

W Wu, M Daneker, KT Turner, MA Jolley, L Lu - Small Methods, 2025 - Wiley Online Library
The heterogeneous micromechanical properties of biological tissues have profound
implications across diverse medical and engineering domains. However, identifying full …

Sex-and age-dependent skin mechanics—A detailed look in mice

CY Lin, GP Sugerman, S Kakaletsis, WD Meador… - Acta Biomaterialia, 2024 - Elsevier
Skin aging is of immense societal and, thus, scientific interest. Because mechanics play a
critical role in skin's function, a plethora of studies have investigated age-induced changes …

[HTML][HTML] Automated model discovery for textile structures: The unique mechanical signature of warp knitted fabrics

JA McCulloch, E Kuhl - Acta Biomaterialia, 2024 - Elsevier
Textile fabrics have unique mechanical properties, which make them ideal candidates for
many engineering and medical applications: They are initially flexible, nonlinearly stiffening …

[HTML][HTML] Biaxial mechanical properties of the bronchial tree: Characterization of elasticity, extensibility, and energetics, including the effect of strain rate and …

S Sattari, CA Mariano, M Eskandari - Acta Biomaterialia, 2023 - Elsevier
Distal airways commonly obstruct in lung disease and despite their importance, their
mechanical properties are vastly underexplored. The lack of bronchial experiments restricts …

Antioxidant hydrogel from poly (aspartic acid) and carboxymethylcellulose with quercetin loading as burn wound dressing

J Zhu, K Zhang, Y Zhang, C Zhou, Z Cui, W Li… - International Journal of …, 2024 - Elsevier
Susceptibility to infection and excessive accumulation of reactive oxygen species (ROS) are
the greatest obstacles for burn wound healing. In this research, the 5-aminosalicylic acid …

Mechanical behavior of full-thickness burn human skin is rate-independent

S Gallagher, K Josyula, Rahul, U Kruger, A Gong… - Scientific Reports, 2024 - nature.com
Skin tissue is recognized to exhibit rate-dependent mechanical behavior under various
loading conditions. Here, we report that the full-thickness burn human skin exhibits rate …

Biaxial mechanics of thermally denaturing skin-Part 2: Modeling

M Rausch, WD Meador, J Toaquiza-Tubon… - Acta biomaterialia, 2022 - Elsevier
Understanding the response of skin to superphysiological temperatures is critical to the
diagnosis and prognosis of thermal injuries, and to the development of temperature-based …