TY - JOUR A1 - Koyanagi, Gregory K. A1 - Lambo, Ricardo Lewis A1 - Ragyanszki, Anita A1 - Fournier, Rene A. A1 - Horbatsch, Marko W. A1 - Hessels, Eric A. T1 - Accurate calculation of the interaction of a barium monofluoride molecule with an argon atom: A step towards using matrix isolation of BaF for determining the electron electric dipole moment JF - Journal of Molecular Spectroscopy Y1 - 2023 U6 - https://doi.org/10.1016/j.jms.2023.111736 VL - 391 SP - 111736 ER - TY - JOUR A1 - Ji, Hongchen A1 - Ragyanszki, Anita A1 - Fournier, Rene A. T1 - Machine learning estimation of reaction energy barriers JF - Computational and Theoretical Chemistry N2 - We describe a machine learning approach to approximate reaction energy barriers (E), requiring as input only estimates of geometry and energies of reactants and products. Using the dataset of Grambow, Pattanaik, and Green [Sci. Data 7 (1 3 7) (2020)] for reactions involving seven or fewer non-hydrogen atoms, 300 reaction features are computed, and an estimate of E is obtained by fitting a Kernel Ridge Regression (KRR) model with Laplacian kernel to a subset of Density Functional Theory reaction barriers. Our main interest is small energy barriers with the goal of modeling reactions in the interstellar medium and circumstellar envelope. We omitted reactions with E > 40 kcal mol−1 to obtain a subset of 5,276 reactions for 5-fold cross-validation. For this set, the KRR model predicts E with a mean absolute error of 4.13 kcal mol−1 and a root-mean square error of 6.02 kcal mol−1. Y1 - 2023 U6 - https://doi.org/10.1016/j.comptc.2023.114332 VL - 1229 SP - 114332 ER - TY - JOUR A1 - Lambo, Ricardo Lewis A1 - Koyanagi, Gregory K. A1 - Ragyanszki, Anita A1 - Horbatsch, Marko A1 - Fournier, Rene A1 - Hessels, Eric A. T1 - Calculation of the local environment of a barium monofluoride molecule in an argon matrix: a step towards using matrix-isolated BaF for determining the electron electric dipole moment JF - Molecular Physics Y1 - 2023 U6 - https://doi.org/10.1080/00268976.2023.2198044 VL - 121 IS - 6 ER -