Transfer Learned Potential Energy Surfaces: Accurate Anharmonic Vibrational Dynamics and Dissociation Energies for the Formic Acid Monomer and Dimer

preprint2021arXivOpen access

Abstract

The vibrational dynamics of formic acid monomer (FAM) and dimer (FAD) is investigated from machine-learned potential energy surfaces at the MP2 (PESMP2_{\rm MP2}) and transfer-learned (PESTL_{\rm TL}) to the CCSD(T) levels of theory. The normal modes and anharmonic frequencies of all modes below 2000 cm−1^{-1} agree favourably with experiment whereas the OH-stretch mode is challenging for FAM and FAD from normal mode analyses and finite-temperature MD simulations. VPT2 calculations on PESTL_{\rm TL} for FAM reproduce the experimental OH frequency to within 22 cm−1^{-1}. For FAD the VPT2 calculations find the high-frequency OH stretch at 3011cm−1^{-1}, compared with an experimentally reported, broad (∼100\sim 100 cm−1^{-1}) absorption band with center frequency estimated at ∼3050\sim 3050 cm−1^{-1}. In agreement with earlier reports, MD simulations at higher temperature shift the position of the OH-stretch in FAM to the red, consistent with improved sampling of the anharmonic regions of the PES. However, for FAD the OH-stretch shifts to the blue and for temperatures higher than 1000 K the dimer partly or fully dissociates using PESTL_{\rm TL}. Including zero-point energy corrections from diffusion Monte Carlo simulations for FAM and FAD and corrections due to basis set superposition and completeness errors yield a dissociation energy of D0=−14.23±0.08D_0 = -14.23 \pm 0.08 kcal/mol compared with an experimentally determined value of −14.22±0.12-14.22 \pm 0.12 kcal/mol.

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