Jan Drgona
Scholar

Jan Drgona

Google Scholar ID: A-EA2KsAAAAJ
Johns Hopkins University
scientific machine learningdifferentiable programmingoptimal controlenergy systems
Citations & Impact
All-time
Citations
3,007
 
H-index
22
 
i10-index
39
 
Publications
20
 
Co-authors
19
list available
Resume (English only)
Background
  • Associate Professor in the Department of Civil and Systems Engineering at Johns Hopkins University (JHU)
  • Secondary appointment in the Department of Electrical and Computer Engineering
  • Core faculty member of the Ralph S. O’Connor Sustainable Energy Institute (ROSEI)
  • Affiliate of the Data Science and AI Institute (DSAI)
  • Research focuses on differentiable programming and scientific machine learning (SciML) for dynamical systems, constrained optimization, and control, with applications to sustainable energy systems
  • Lead developer of the Neuromancer SciML library in PyTorch for constrained optimization, physics-informed machine learning, and optimal control