Rowan, Conor

1. Solving engineering eigenvalue problems with neural networks using the Rayleigh quotient
   2025/06/04 by Conor Rowan, John A. Evans, Rowan, Conor +5 · 5 citations
   Physics and Astronomy · Engineering · Mathematics · #Model Reduction and Neural Networks #Topology Optimization in Engineering #Numerical methods for differential equations
2. On the definition and importance of interpretability in scientific machine learning
   2025/05/16 by Rowan, Conor, Doostan, Alireza · 3 citations
   #Data Analysis #FOS: Computer and information sciences #FOS: Physical sciences #History and Philosophy of Physics (physics.hist-ph) #Machine Learning (cs.LG) #Physics and Society (physics.soc-ph) #Statistics and Probability (physics.data-an)
3. Boundary condition enforcement with PINNs: a comparative study and verification on 3D geometries
   2025/12/16 by Rowan, Conor, Hampleman, Kai, Maute, Kurt +1 · 1 citation
   Engineering · Mathematics · Physics and Astronomy · #Advanced Numerical Methods in Computational Mathematics #FOS: Computer and information sciences #FOS: Mathematics #Machine Learning (cs.LG) #Model Reduction and Neural Networks #Numerical Analysis (math.NA) #Numerical methods for differential equations