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[HTML][HTML] Theory and implementation of inelastic constitutive artificial neural networks
The two fundamental concepts of materials theory, pseudo potentials and the assumption of
a multiplicative decomposition, allow a general description of inelastic material behavior …
a multiplicative decomposition, allow a general description of inelastic material behavior …
[HTML][HTML] Best-in-class modeling: A novel strategy to discover constitutive models for soft matter systems
The ability to automatically discover interpretable mathematical models from data could
forever change how we model soft matter systems. For convex discovery problems with a …
forever change how we model soft matter systems. For convex discovery problems with a …
Inelastic material formulations based on a co-rotated intermediate configuration—application to bioengineered tissues
In the field of material modeling, there is a general trend to include more and more complex
phenomena in the modeling, making the models' theoretical derivation and numerical …
phenomena in the modeling, making the models' theoretical derivation and numerical …
Arterial tissues and their inflammatory response to collagen damage: a continuum in silico model coupling nonlinear mechanics, molecular pathways, and cell …
Damage in soft biological tissues causes an inflammatory reaction that initiates a chain of
events to repair the tissue. This work presents a continuum model and its in silico …
events to repair the tissue. This work presents a continuum model and its in silico …
[HTML][HTML] Automated model discovery for tensional homeostasis: Constitutive machine learning in growth and remodeling
We present a built-in physics neural network architecture, known as inelastic Constitutive
Artificial Neural Network (iCANN), to discover the inelastic phenomenon of tensional …
Artificial Neural Network (iCANN), to discover the inelastic phenomenon of tensional …
Machine learning-based prediction of In-Stent restenosis risk using systemic inflammation aggregation index following coronary stent Placement
L Hou, J Zhao, T He, K Su, Y Li - Risk Management and …, 2024 - Taylor & Francis
Introduction Coronary artery disease (CAD) remains a significant global health challenge,
with percutaneous coronary intervention (PCI) being a primary revascularization method. In …
with percutaneous coronary intervention (PCI) being a primary revascularization method. In …
[HTML][HTML] Post-angioplasty remodeling of coronary arteries investigated via a chemo-mechano-biological in silico model
This work presents the application of a chemo-mechano-biological constitutive model of soft
tissues for describing tissue inflammatory response to damage in collagen constituents. The …
tissues for describing tissue inflammatory response to damage in collagen constituents. The …
Computational modeling of in-stent restenosis: Pharmacokinetic and pharmacodynamic evaluation
Persistence of the pathology of in-stent restenosis even with the advent of drug-eluting
stents warrants the development of highly resolved in silico models. These computational …
stents warrants the development of highly resolved in silico models. These computational …
Mechanical modeling of the maturation process for tissue-engineered implants: Application to biohybrid heart valves
The development of tissue-engineered cardiovascular implants can improve the lives of
large segments of our society who suffer from cardiovascular diseases. Regenerative …
large segments of our society who suffer from cardiovascular diseases. Regenerative …
Lifelike Transformative Materials for Biohybrid Implants: Inspired by Nature, Driven by Technology
A Fernández‐Colino, F Kiessling… - Advanced …, 2023 - Wiley Online Library
Today's living world is enriched with a myriad of natural biological designs, shaped by
billions of years of evolution. Unraveling the construction rules of living organisms offers the …
billions of years of evolution. Unraveling the construction rules of living organisms offers the …