Hessam Babaee

1. Multi-fidelity Bayesian neural networks: Algorithms and applications
   2021/04/16 by Xuhui Meng, Hessam Babaee, George Em Karniadakis · 15 citations
   Physics and Astronomy · Computer Science · Engineering · #Model Reduction and Neural Networks #Gaussian Processes and Bayesian Inference #Reservoir Engineering and Simulation Methods
2. Learning stiff chemical kinetics using extended deep neural operators
   2023/02/23 by Somdatta Goswami, Goswami, Somdatta, Ameya D. Jagtap +7 · 8 citations
   Engineering · Mathematics · Physics and Astronomy · #Chemical Physics (physics.chem-ph) #FOS: Computer and information sciences #FOS: Physical sciences #Gas Dynamics and Kinetic Theory #Machine Learning (cs.LG) #Model Reduction and Neural Networks #Phase Equilibria and Thermodynamics
3. Cross Interpolation for Solving High-Dimensional Dynamical Systems on Low-Rank Tucker and Tensor Train Manifolds
   2024/03/19 by Behzad Ghahremani, Ghahremani, Behzad, Hessam Babaee +1 · 10 citations
   Mathematics · Engineering · #Tensor decomposition and applications #Aerodynamics and Fluid Dynamics Research #Fluid Dynamics and Vibration Analysis
4. On-the-fly reduced order modeling of passive and reactive species via time-dependent manifolds
   2021/05/04 by Donya Ramezanian, Arash G. Nouri, Hessam Babaee · 4 citations
   Physics and Astronomy · Engineering · #Model Reduction and Neural Networks #Combustion and flame dynamics #Fluid Dynamics and Turbulent Flows
5. Adaptive sparse interpolation for accelerating nonlinear stochastic reduced-order modeling with time-dependent bases
   2022/12/22 by Mohammad Hossein Naderi, Hessam Babaee · 4 citations
   Physics and Astronomy · Decision Sciences · Engineering · #Model Reduction and Neural Networks #Probabilistic and Robust Engineering Design #Structural Health Monitoring Techniques
6. A DEIM Tucker Tensor Cross Algorithm and its Application to Dynamical Low-Rank Approximation
   2024/01/08 by Behzad Ghahremani, Hessam Babaee, Ghahremani, Behzad +1 · 4 citations
   Mathematics · Computer Science · #Tensor decomposition and applications #Computational Physics and Python Applications
7. Computing Sensitivities in Evolutionary Systems: A Real-Time Reduced Order Modeling Strategy
   2020/12/27 by Michael Donello, Mark G. Carpenter, Donello, Michael +3 · 2 citations
   Physics and Astronomy · #FOS: Mathematics #Model Reduction and Neural Networks #Optimization and Control (math.OC)
8. Time-Dependent Low-Rank Input-Output Operator for Forced Linearized Dynamics with Unsteady Base Flows
   2023/11/10 by Alireza Amiri-Margavi, Amiri-Margavi, Alireza, Hessam Babaee +1 · 1 citation
   Engineering · Physics and Astronomy · #Chaotic Dynamics (nlin.CD) #Dynamical Systems (math.DS) #FOS: Electrical engineering #FOS: Mathematics #FOS: Physical sciences #Fluid Dynamics (physics.flu-dyn) #Fluid Dynamics and Turbulent Flows #Model Reduction and Neural Networks #Structural Health Monitoring Techniques #Systems and Control (eess.SY) #electronic engineering #information engineering
9. Optimally time-dependent modes of vortex gust-airfoil interactions
   2025/01/03 by Yonghong Zhong, Alireza Amiri-Margavi, Zhong, Yonghong +5 · 2 citations
   Engineering · #Fluid Dynamics and Turbulent Flows #Fluid Dynamics and Vibration Analysis #Plasma and Flow Control in Aerodynamics
10. A CUR Krylov Solver for Large-Scale Linear Matrix Equations
    2025/11/18 by Akbari, Saeed, Damiano Lombardi, Lombardi, Damiano +2 · 1 citation
    Computer Science · Physics and Astronomy · #FOS: Mathematics #Matrix Theory and Algorithms #Model Reduction and Neural Networks #Numerical Analysis (math.NA) #Numerical Methods and Algorithms
11. Implicit Tensor-Train Cross Integration of High-Dimensional Nonlinear PDEs via Fiber-Dependency Elimination
    2026/07/26 by Behzad Ghahremani, Hessam Babaee
    #math.NA #cs.NA