activity
20172026
most citedMulti-fidelity Bayesian Neural Networks: Algorithms and Applications

195 citations · 495 across the 26 of their papers we have counts for

collaborators

29 papers

math.NA2026

Implicit Tensor-Train Cross Integration of High-Dimensional Nonlinear PDEs via Fiber-Dependency Elimination

Behzad Ghahremani, Hessam Babaee

Tensor-train (TT) representations have emerged as an effective framework for mitigating the curse of dimensionality in the numerical solution of high-dimensional tensor differentia…

cs.LG2025

Kinetic-Mamba: Mamba-Assisted Predictions of Stiff Chemical Kinetics

Additi Pandey, Liang Wei, Hessam Babaee +1

Accurate chemical kinetics modeling is essential for combustion simulations, as it governs the evolution of complex reaction pathways and thermochemical states. In this work, we in…

cs.LG2025

AMORE: Adaptive Multi-Output Operator Network for Stiff Chemical Kinetics

Kamaljyoti Nath, Additi Pandey, Bryan T. Susi +2

Time integration of stiff systems is a primary source of computational cost in combustion, hypersonics, and other reactive transport systems. This stiffness can introduce time scal…

cs.CE2025

Skeletal Reaction Models for Gasoline Surrogate Combustion

Yinmin Liu, Hessam Babaee, Peyman Givi +2

Skeletal reaction models are derived for a four-component gasoline surrogate model via an instantaneous local sensitivity analysis technique. The sensitivities of the species mass…

physics.flu-dyn2025

On-the-fly Reduced-Order Modeling of the Filter Density Function with Time-Dependent Subspaces

Aidyn Aitzhan, Peyman Givi, Hessam Babaee

A dynamical low-rank approximation is developed for reduced-order modeling (ROM) of the filtered density function (FDF) transport equation, which is utilized for large eddy simulat…

physics.flu-dyn2025

Optimally time-dependent modes of vortex gust-airfoil interactions

Yonghong Zhong, Alireza Amiri-Margavi, Hessam Babaee +1

We find the optimally time-dependent (OTD) orthogonal modes about a time-varying flow generated by a strong gust vortex impacting a NACA 0012 airfoil. This OTD analysis reveals the…