27 citations · 27 across the 3 of their papers we have counts for
4 papers
MENO: Hybrid Matrix Exponential-based Neural Operator for Stiff ODEs. Application to Thermochemical Kinetics
Ivan Zanardi, Simone Venturi, Marco Panesi
We introduce MENO (''Matrix Exponential-based Neural Operator''), a hybrid surrogate modeling framework for efficiently solving stiff systems of ordinary differential equations (OD…
Rovibrational Internal Energy Transfer and Dissociation of High-Temperature Oxygen Mixture
Sung Min Jo, Simone Venturi, Jae Gang Kim +1
This work constructs a rovibrational state-to-state model for the + system leveraging high-fidelity potential energy surfaces and quasi-classical trajectory…
Adaptive physics-informed neural operator for coarse-grained non-equilibrium flows
Ivan Zanardi, Simone Venturi, Marco Panesi
This work proposes a new machine learning (ML)-based paradigm aiming to enhance the computational efficiency of non-equilibrium reacting flow simulations while ensuring compliance…
Rovibrational-Specific QCT and Master Equation Study on + and + Systems in High-Energy Collisions
Sung Min Jo, Simone Venturi, Maitreyee P. Sharma +2
This work presents a detailed investigation of the energy transfer and dissociation mechanisms in + and $\text{NO}(\text{X}^2Π)…