所属
大学院情報学研究科 複雑系科学専攻 複雑系計算論 特任助教
職名
特任助教
連絡先
ホームページ
通称等の別名
Johannes L. Hörmann
プロフィール
My research focuses on the multiscale modeling of interfacial phenomena in tribological and electrochemical systems. I combine continuum approaches (finite element solutions of coupled Poisson-Nernst-Planck equations), atomistic simulations (molecular dynamics, DFTB, and DFT), and data-driven methods to understand friction, adsorption, lubrication, and electrochemical double layers at rough and chemically complex interfaces.
A central theme of my work is the frictional behavior of surfactant adsorption films and electrolyte-lubricated contacts under mechanical and electrical stimuli. I develop reproducible, high-performance computational workflows for large-scale simulations and integrate research data management as a core scientific principle. Beyond physics-based modeling, I apply Gaussian process regression and classification to predict surface performance from topographical descriptors, bridging fundamental simulation with industrial surface engineering applications.
My long-term research vision is to establish reproducible, multiscale digital twins of functional interfaces by tightly coupling physics-based simulation, machine learning, and FAIR research data infrastructures.
A central theme of my work is the frictional behavior of surfactant adsorption films and electrolyte-lubricated contacts under mechanical and electrical stimuli. I develop reproducible, high-performance computational workflows for large-scale simulations and integrate research data management as a core scientific principle. Beyond physics-based modeling, I apply Gaussian process regression and classification to predict surface performance from topographical descriptors, bridging fundamental simulation with industrial surface engineering applications.
My long-term research vision is to establish reproducible, multiscale digital twins of functional interfaces by tightly coupling physics-based simulation, machine learning, and FAIR research data infrastructures.
外部リンク
