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20192025
most citedCombining Machine Learning and Spectroscopy to Model Reactive Atom + Diatom Collisions

9 citations · 17 across the 5 of their papers we have counts for

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physics.chem-ph2025

Reaction Dynamics for the [NNO] System from State-Resolved and Coarse-Grained Models

Juan Carlos San Vicente Veliz, Sung Min Jo, Jingchun Wang +2

The dynamics for the NO() + N(S) N) + O(P) reaction was followed in the A' electronic state using state-to-state (STS) a…

physics.chem-ph2023

On the Effect of Aleatoric and Epistemic Errors on the Learnability and Quality of NN-based Potential Energy Surfaces

S. Goswami, S. Käser, R. J. Bemish +1

The effect of noise in the input data for learning potential energy surfaces (PESs) based on neural networks for chemical applications is assessed. Noise in energies and forces can…

physics.chem-ph2022★ 9 cited

Combining Machine Learning and Spectroscopy to Model Reactive Atom + Diatom Collisions

Juan Carlos San Vicente Veliz, Julian Arnold, Raymond J. Bemish +1

The prediction of product translational, vibrational, and rotational energy distributions for arbitrary initial conditions for reactive atom+diatom collisions is of considerable pr…

physics.chem-ph2022★ 8 cited

Quantum and Quasi-classical Dynamics of the C(P) + O() CO()+ O(D) Reaction on Its Electronic Ground State

Sugata Goswami, Juan Carlos San Vicente Veliz, Meenu Upadhyay +2

The dynamics of the C(P) + O() CO()+ O(D) reaction on its electronic ground state is investigated by using time-dependent wa…

physics.chem-ph2021

Machine Learning Product State Distributions from Initial Reactant States for a Reactive Atom-Diatom Collision System

Julian Arnold, Juan Carlos San Vicente Veliz, Debasish Koner +3

A machine learned (ML) model for predicting product state distributions from specific initial states (state-to-distribution or STD) for reactive atom-diatom collisions is presented…

physics.chem-ph2021

The C(P) + O() CO CO()+ O(D)/O(P) Reaction: Thermal and Vibrational Relaxation Rates from 15 K to 20000 K

Juan Carlos San Vicente Veliz, Debasish Koner, Max Schwilk +2

Thermal rates for the C(P) + O() CO()+ O(D)/O(P) reaction are investigated over a wide temperature range based on quasi classica…