Surrogate Modeling of a Nonlinear, Biphasic Model of Articular Cartilage with Artificial Neural Networks
Abstract: The increasing number of cartilage diseases negatively affects the quality of life for a large part of the population. Understanding the mechanical properties of cartilage is a key component in investigating and mitigating the effects of such diseases. To describe the behavior of articular cartilage, a biphasic fiber‐reinforced numerical model based on the Theory of Porous Media (TPM) has been developed. To possibly provide an alternative for the corresponding time‐consuming computational simulations, the suitability of Artificial Neural Networks (ANNs) as surrogate models is investigated. For this purpose, the simulation results of a compression‐relaxation test are compared with the predictions of the ANN.
- Standort
-
Deutsche Nationalbibliothek Frankfurt am Main
- Umfang
-
Online-Ressource
- Sprache
-
Englisch
- Erschienen in
-
Surrogate Modeling of a Nonlinear, Biphasic Model of Articular Cartilage with Artificial Neural Networks ; volume:21 ; number:1 ; year:2021 ; extent:2
Proceedings in applied mathematics and mechanics ; 21, Heft 1 (2021) (gesamt 2)
- Urheber
-
Egli, Franziska S.
Straube, Richard C.
Mielke, André
Ricken, Tim
- DOI
-
10.1002/pamm.202100188
- URN
-
urn:nbn:de:101:1-2021121514255266835641
- Rechteinformation
-
Open Access; Der Zugriff auf das Objekt ist unbeschränkt möglich.
- Letzte Aktualisierung
-
15.08.2025, 07:31 MESZ
Datenpartner
Dieses Objekt wird bereitgestellt von:
Deutsche Nationalbibliothek. Bei Fragen zum Objekt wenden Sie sich bitte an den Datenpartner.
Deutsche Nationalbibliothek. Bei Fragen zum Objekt wenden Sie sich bitte an den Datenpartner.
Beteiligte
- Egli, Franziska S.
- Straube, Richard C.
- Mielke, André
- Ricken, Tim
Ähnliche Objekte (12)
On Osmotic Pressure in Hyperelastic Biphasic Fiber‐Reinforced Articular Cartilage
Articular cartilage and osteoarthrosis
Imaging of articular cartilage
Comparison of biphasic material properties of equine articular cartilage estimated from stress relaxation and creep indentation tests
Biphasic parameter determination of sheep articular cartilage from stress relaxation data using an optimized 3D FE-based method
The minor collagens in articular cartilage
Biotribology and biomechanics of articular cartilage
Stem cells in articular cartilage regeneration
Imaging of articular cartilage: current concepts
The superficial zone of articular cartilage
Patophysiology of articular cartilage in elderly
Articular cartilage restoration: thinking vertically and horizontally
On Osmotic Pressure in Hyperelastic Biphasic Fiber‐Reinforced Articular Cartilage
Articular cartilage and osteoarthrosis
Imaging of articular cartilage
Comparison of biphasic material properties of equine articular cartilage estimated from stress relaxation and creep indentation tests
Biphasic parameter determination of sheep articular cartilage from stress relaxation data using an optimized 3D FE-based method
The minor collagens in articular cartilage
Biotribology and biomechanics of articular cartilage
Stem cells in articular cartilage regeneration
Imaging of articular cartilage: current concepts
The superficial zone of articular cartilage
Patophysiology of articular cartilage in elderly
Articular cartilage restoration: thinking vertically and horizontally
On Osmotic Pressure in Hyperelastic Biphasic Fiber‐Reinforced Articular Cartilage
Articular cartilage and osteoarthrosis
Imaging of articular cartilage
Comparison of biphasic material properties of equine articular cartilage estimated from stress relaxation and creep indentation tests
Biphasic parameter determination of sheep articular cartilage from stress relaxation data using an optimized 3D FE-based method
The minor collagens in articular cartilage
Biotribology and biomechanics of articular cartilage
Stem cells in articular cartilage regeneration
Imaging of articular cartilage: current concepts
The superficial zone of articular cartilage
Patophysiology of articular cartilage in elderly