Chih-Kang HUANG
I am currently a postdoctoral researcher at Institut Elie Cartan de Lorrane and Institut Jean Lamour, Université de Lorraine. Previously, I received my Ph.D. in Applied Mathematics at Institut Camille Jordan, University of Lyon. My manuscript can be found here.
Research Interest
- Analysis of PDEs
- Calculus of variations and Optimization
- Scientific Machine Learning (PINNs, NODEs, etc.) and Control Theory
Scientific Works
- C-K. Huang. Questions of approximation and compactness for geometric variational problems, Thesis, Université de Lyon, 2021
- E.Bretin, C-K. Huang, S. Masnou.A thickness-aware Allen-Cahn equation for the mean curvature flow of thin structures, accepted.
- C-K. Huang, L. Gagnon, B. Appolaire, M. Zaloznik. Neural network approximation of a phase-field model for dendritic growth, in preparation.
- L. Gagnon, C-K. Huang. Null controllability of Allen-Cahn eqaution, in preparation.
- C-K. Huang, N. Marque. Asymptotic Analysis of embedded Willmore spheres in 3-dimensional manifolds, in preparation.
Transversal Projects and Hackathons
- CENTURI Hackathon 2024 for Quantitative Biology, Deep single molecule unfolding detection, First Price.
- G-Research Paris Quant Challenge 2024, Introductory session on cointegration for pairs trading.
- Chatbot for automated meal order collection, a chatbot to collect automatically meal orders during my mandatory civil service in Taiwan
Hard Skills
- Mathematics : Analysis of PDEs, Numerical Simulations, Optimization, Calculus of Variations, Geometric Analysis
- Programming : Python (Numpy, Pytorch, JAX, etc), MatLab, Caml
- Tools : Latex, Git, Docker, Slurm (HPC), Jupyter, Linux