Academic Research Portfolio
Analysis of Data-Efficient Machine Learning in AI-enhanced FEA of Knee Cartilage
- Category: ongoing subproject of PhD research
- Outputs: invited book chapter (in press), PhD dissertation (in preparation)
- Collaborators: Bruno Carpentieri, Gerhard A. Holzapfel
- Technologies: Python (TensorFlow, Keras, Matplotlib, Numpy), Fortran (Abaqus subroutines)
- Fields: data science, mathematical optimization, numerical analysis, tissue mechanics
Multi-Scale Graph Neural Networks in Cartilage Biomechanics
- Category: ongoing subproject of PhD research
- Outputs: open-source repository (in preparation), presented abstract, full journal paper (in preparation)
- Collaborators: Bruno Carpentieri, Gerhard A. Holzapfel
- Technologies: Python (TensorFlow, Keras, Matplotlib, Numpy), Fortran (Abaqus subroutines)
- Fields: data science, numerical analysis, tissue mechanics
Multi-Fidelity Machine Learning of Soft Tissue Biomechanics
- Category: completed subproject of PhD research
- Outputs: open-source repository, full journal paper, presented abstract
- Collaborators: Bruno Carpentieri, Duraisamy Shriram, Gerhard A. Holzapfel
- Technologies: Python (TensorFlow, Keras, Sonnet, Matplotlib, Numpy, Sklearn), Fortran (Abaqus subroutines)
- Fields: data science, numerical analysis, tissue mechanics
Inverse FEA of Cartilage Pre-Stressing with Material Optimization
- Category: ongoing subproject of PhD research
- Outputs: full journal paper, presented abstract, conference proceedings paper (in preparation)
- Collaborators: Bruno Carpentieri, Gerhard A. Holzapfel
- Technologies: Python (Numpy, SciPy, Matplotlib), Fortran (Abaqus subroutines)
- Fields: mathematical optimization, numerical analysis, tissue mechanics
Point-Wise Metric for Machine Learning in Finite Element Surrogate Modeling
Multi-Physics and Numerical Analysis of Cartilage Biomechanics and Degeneration
- Category: completed subproject of MSc research
- Outputs: open-source repository, full journal paper (nearly the same as the MSc Thesis), short journal paper
- Collaborators: Mohammad Haghpanahi, Mohammad Razi
- Technologies: Python (Numpy), Fortran (Abaqus subroutines)
- Fields: numerical analysis, tissue mechanics
