Data science in Physics and Material science

Machine Learning

  • Symbolic Regression techniques
  • Properties prediction
  • Active learning
  • Connect ML to simulations
  • Advanced regression techniques
  • Neural networks

Time series analysis

  • Physical data prediction
  • Spatiotemporal analysis 
  • Correlations and causalities
  • Clustering analysis
  • Event Detection
  • Econo-physics

Complex System Dynamics

  • System dynamics
  • Chaotic behavior
  • Recurrence and cross-recurrence analysis
  • Fuzzy clustering
  • Support decision systems

Complex Network Analysis

  • Community structure
  • Topological properties
  • Graph theory application


  • Experimental time series analysis
  • Spatiotemporal rain analysis from radar images
  • Spatiotemporal analysis of field measurments
  • Event detection from highway sensor data analysis

Fluid flows at the nanoscale

Computational methods

  • Molecular Dynamics
  • Dissipative Particle Dynamics
  • Smoothed-Particle Thermodynamics
  • Computational Fluid Dynamics
  • Multiscale modeling


  • Water desalination
  • Magnetic driving of particles for water cleaning and drug delivery
  • Crack propagation
  • Electric/Magnetic-driven flows
  • Transport properties of fluids
  • Hydrophobic/Hydrophilic surfaces
  • Turbulent flows

Material properties

Physical properties (electrical, dielectric, optical) of technological materials

  • nano-composite polymeric materials
  • multifunctional polymeric materials
  • composite polymeric materials
  • materials of micro-nanoelectronics
  • semiconductor materials and devices
  • ceramic materials
  • insulating materials
  • polymer electrolytes
  • cement morta


  • Investigation of the relationship between structure and properties of materials
  • Energy harvesting and storage in polymeric nanosystems and nanostructured systems
  • Study of the conductivity of polymeric systems
  • Development of complex polymeric systems for electromagnetic shielding
  • Study of Weyl and Dirac particles interaction with electromagnetic fields