Yunfei Huang

A Postdoc / Machine Learning Researcher

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I am a postdoctoral researcher at Helmholtz-Zentrum Hereon in Geesthacht, working on data-driven modeling for the Earth system. Previously, I obtained PhD in biophysics at the University of Cologne on advanced data analysis for traction force microscopy and data-driven discovery of physical equations.

I am interested in the uncertainty quantification for the inverse ill-posed problem, e.g. the image reconstruction and the identification of the governing equations (ODEs, PDEs and SDEs), by using deep learning, Bayesian approaches, and information theory.

selected publications

  1. Article
    Sparse inference and active learning of stochastic differential equations from data
    Huang, Yunfei *, Mabrouk, Youssef *, Gompper, Gerhard, and Sabass, Benedikt
    Sci. Rep., 2022
  2. Article
    A Bayesian traction force microscopy method with automated denoising in a user-friendly software package
    Huang, Yunfei, Gompper, Gerhard, and Sabass, Benedikt
    Comput. Phys. Commun., 2020
  3. Article
    Traction force microscopy with optimized regularization and automated Bayesian parameter selection for comparing cells
    Huang, Yunfei, Schell, Christoph, Huber, Tobias B, Şimşek, Ahmet Nihat, Hersch, Nils, Merkel, Rudolf, Gompper, Gerhard, and Sabass, Benedikt
    Sci. Rep., 2019
  4. PhD Thesis
    Advanced data analysis for traction force microscopy and data-driven discovery of physical equations
    Huang, Yunfei
    PhD thesis at Universität zu Köln, 2021