[HTML][HTML] Constitutive artificial neural networks: A fast and general approach to predictive data-driven constitutive modeling by deep learning
In this paper we introduce constitutive artificial neural networks (CANNs), a novel machine
learning architecture for data-driven modeling of the mechanical constitutive behavior of …
learning architecture for data-driven modeling of the mechanical constitutive behavior of …
Magnetic resonance imaging (MRI) studies of knee joint under mechanical loading
Osteoarthritis (OA) is a very common disease that affects the human knee joint, particularly
the articular cartilage and meniscus components which are regularly under compressive …
the articular cartilage and meniscus components which are regularly under compressive …
Image prediction of disease progression for osteoarthritis by style-based manifold extrapolation
Disease-modifying management aims to prevent deterioration and progression of the
disease, and not just to relieve symptoms. We present a solution for the management by a …
disease, and not just to relieve symptoms. We present a solution for the management by a …
Ex vivo quantitative multiparametric MRI mapping of human meniscus degeneration
S Nebelung, M Tingart, T Pufe, C Kuhl, H Jahr… - Skeletal radiology, 2016 - Springer
Objectives To evaluate the diagnostic performance of T1, T1ρ, T2, T2*, and UTE-
T2*(ultrashort-echo time-enhanced T2*) mapping in the refined graduation of human …
T2*(ultrashort-echo time-enhanced T2*) mapping in the refined graduation of human …
[HTML][HTML] Comparison of MRI T1, T2, and T2* mapping with histology for assessment of intervertebral disc degeneration in an ovine model
N Bouhsina, C Decante, JB Hardel, D Rouleau… - Scientific Reports, 2022 - nature.com
An easy, reliable, and time-efficient standardized approach for assessing lumbar
intervertebral disc (IVD) degeneration with relaxation times measurements in pre-clinical …
intervertebral disc (IVD) degeneration with relaxation times measurements in pre-clinical …
Acute changes in knee cartilage transverse relaxation time after running and bicycling
Purpose To compare the acute effect of running and bicycling of an equivalent cumulative
load on knee cartilage composition and morphometry in healthy young men. A secondary …
load on knee cartilage composition and morphometry in healthy young men. A secondary …
[HTML][HTML] Machine learning-augmented and microspectroscopy-informed multiparametric MRI for the non-invasive prediction of articular cartilage composition
Background Articular cartilage degeneration is the hallmark change of osteoarthritis, a
severely disabling disease with high prevalence and considerable socioeconomic and …
severely disabling disease with high prevalence and considerable socioeconomic and …
[HTML][HTML] Cartilage-on-cartilage contact: effect of compressive loading on tissue deformations and structural integrity of bovine articular cartilage
Objective This study aims to characterize the deformations in articular cartilage under
compressive loading and link these to changes in the extracellular matrix constituents …
compressive loading and link these to changes in the extracellular matrix constituents …
T2 MR imaging vs. computational modeling of human articular cartilage tissue functionality
The detection of early stages of cartilage degeneration remains diagnostically challenging.
One promising non-invasive approach is to functionally assess the tissue response to …
One promising non-invasive approach is to functionally assess the tissue response to …
Multiparametric MRI and computational modelling in the assessment of human articular cartilage properties: a comprehensive approach
Quantitative magnetic resonance imaging (qMRI) is a promising approach to detect early
cartilage degeneration. However, there is no consensus on which cartilage component …
cartilage degeneration. However, there is no consensus on which cartilage component …