Forschungsbericht 2022

Kontinuums- und Werkstoffmechanik M-15

Leitung: Prof. Dr.-Ing. Christian Cyron

Institut auf TORE
Institutswebsite

Publikationen

• Bayesian calibration of coupled computational mechanics models under uncertainty based on interface deformation - Article
  Willmann, Harald; Nitzler, Jonas; Brandstäter, Sebastian; Wall, Wolfgang A.
  Advanced Modeling and Simulation in Engineering Sciences 9 (1): 24 (2022-12)
  Open Access Publisher DOI
  
  
• Global sensitivity analysis based on Gaussian-process metamodelling for complex biomechanical problems - Article
  Wirthl, Barbara; Brandstäter, Sebastian; Nitzler, Jonas; Schrefler, Bernhard A.; Wall, Wolfgang A.
  International Journal for Numerical Methods in Biomedical Engineering (in Press): e3675 (2022)
  Open Access Publisher DOI
  
  
• A versatile SPH modeling framework for coupled microfluid-powder dynamics in additive manufacturing: binder jetting, material jetting, directed energy deposition and powder bed fusion - Article
  Fuchs, Sebastian Leonhard; Praegla, Patrick M.; Cyron, Christian J.; Wall, Wolfgang A.; Meier, Christoph
  Engineering with Computers 38 (6): 4853-4877 (2022)
  Open Access Publisher DOI
  
  
• Bayesian Physics Informed Neural Networks for real-world nonlinear dynamical systems - Article
  Linka, Kevin; Schäfer, Amelie; Meng, Xuhui; Zou, Zongren; Karniadakis, George Em; Kuhl, Ellen
  Computer Methods in Applied Mechanics and Engineering 420: 115346 (2022-12-01)
  Open Access Publisher DOI
  
  
• Accelerating the distance-minimizing method for data-driven elasticity with adaptive hyperparameters - Article
  Nguyen, Lu Trong Khiem; Aydin, Roland C.; Cyron, Christian J.
  Computational Mechanics 70 (3): 621-638 (2022-09-01)
  Open Access Publisher DOI
  
  
• Predicting and understanding arterial elasticity from key microstructural features by bidirectional deep learning - Article
  Linka, Kevin; Cavinato, Cristina; Humphrey, Jay Dowell; Cyron, Christian J.
  Acta Biomaterialia 147: 63-72 (2022)
  Open Access Publisher DOI
  
  
• Ultrasound shear wave elasticity imaging with spatio-temporal deep learning - Article
  Neidhardt, Maximilian; Bengs, Marcel; Latus, Sarah; Gerlach, Stefan; Cyron, Christian J.; Sprenger, Johanna; Schlaefer, Alexander
  IEEE Transactions on Biomedical Engineering 69 (11): 3356-3364 (2022-11-01)
  Open Access Publisher DOI
  
  
• Combining peridynamic and finite element simulations to capture the corrosion of degradable bone implants and to predict their residual strength - Article
  Hermann, Alexander; Shojaei, Arman; Steglich, Dirk; Höche, Daniel; Zeller-Plumhoff, Berit; Cyron, Christian J.
  International Journal of Mechanical Sciences 220: 107143 (2022-04-15)
  Publisher DOI
  
  
• A hybrid meshfree discretization to improve the numerical performance of peridynamic models - Article
  Shojaei, Arman; Hermann, Alexander; Cyron, Christian J.; Seleson, Pablo; Silling, Stewart A.
  Computer Methods in Applied Mechanics and Engineering 391: 114544 (2022-03-01)
  Publisher DOI
  
  
• Training deep neural networks to reconstruct nanoporous structures from FIB tomography images using synthetic training data - Article
  Sardhara, Trushal; Aydin, Roland C.; Li, Yong; Piché, Nicolas; Gauvin, Raynald; Cyron, Christian J.; Ritter, Martin
  Frontiers in Materials 9: (2022-02-28)
  Open Access Publisher DOI
  
  
• Comment on “Tensional homeostasis at different length scales” by D. Stamenović and M. L. Smith, - commentary
  Humphrey, Jay Dowell; Cyron, Christian J.
  Soft Matter 18 (3): 675-679 (2022-01-21)
  Publisher DOI
  
  

Forschungsdaten

• Training deep neural networks to reconstruct nanoporous structures from FIB tomography images using synthetic training data - Dataset
  Sardhara, Trushal; Aydin, Roland C.; Li, Yong; Piché, Nicolas; Gauvin, Raynald; Cyron, Christian J.; Ritter, Martin
  Open Access
  
  

Projekte

• Numerische Modellierung der Steuerung der Motilität des menschlichen Magens durch die Hirn-Magen-Achse
  Deutsche Forschungsgemeinschaft (DFG); Laufzeit 2022 - 2025
  Projektleitung: Cyron, Christian J.
  
  
• Predicting the influence of the nano-compositional bone architecture via finite element modeling
  Forschungszentrum Medizintechnik Hamburg; Laufzeit 2022 - 2022
  Projektleitung: Linka, Kevin
  
  
• SFB 986: Teilprojekt B09 - Mikrostrukturbasierte Klassifizierung und elektronenmikroskopische Analyse nanoporöser Metalle durch maschinelles Lernen
  Deutsche Forschungsgemeinschaft (DFG); Laufzeit 2020 - 2024
  Projektleitung: Cyron, Christian J.; Ritter, Martin
  
  
• I³-Lab - Modell-gestütztes maschinelles Lernen für die Weichgewebsmodellierung in der Medizin
  Technische Universität Hamburg; Laufzeit 2019 - 2023
  Projektleitung: Schupp, Sibylle; Schlaefer, Alexander; Hoffmann, Norbert; Cyron, Christian J.
  
  
• Numerische Multiphysikmodellierung des postprandialen menschlichen Magens
  Deutsche Forschungsgemeinschaft (DFG); Laufzeit 2018 - 2024
  Projektleitung: Cyron, Christian J.
  
  

Kooperationspartner

• Helmholtz-Zentrum Hereon