Fast and accurate predictions of covalent bonds in chemical space

Abstract

We assess the predictive accuracy of perturbation theory based estimates of changes in covalent bonding due to linear alchemical interpolations among molecules. We have investigated $\sigma$ bonding to hydrogen, as well as $\sigma$ and $\pi$ bonding between main-group elements, occurring in small sets of iso-valence-electronic molecular species with elements drawn from second to fourth rows in the $p$-block of the periodic table. Numerical evidence suggests that first order estimates of covalent bonding potentials can achieve chemical accuracy if (i) the alchemical interpolation is vertical (fixed geometry), (ii) involves molecules containing elements in the third and fourth row of the periodic table, and (iii) a reference geometry is optimized. In this case, changes in the bonding potential become near-linear in coupling parameter, resulting in analytical predictions with very high accuracy ($\sim$1 kcal/mol). Second order estimates deteriorate the prediction. If initial and final molecules differ not only in composition but also in geometry, all estimates become substantially worse, with second order being slightly more accurate than first order. The independent particle approximation to the second order perturbation performs poorly when compared to the coupled perturbed or finite difference approach. Taylor series expansions up to fourth order of the potential energy curve of highly symmetric systems indicate a finite radius of convergence, as illustrated for the alchemical stretching of H$_2^+$. Numerical results are presented for covalent bonds to hydrogen in 12 molecules with 8 valence electrons; (ii) main-group single bonds in 9 molecules with 14 valence electrons; (iii) main-group double bonds in 9 molecules with 12 valence electrons; (iv) main-group triple bonds in 9 molecules with 10 valence electrons; (v) H$_2^+$ single bond with 1 electron

Alchemical and structural distribution based representation for universal quantum machine learning

“…Dangling valencies of group IV atoms have been saturated with hydrogen. Similar covalent bonding potentials have also recently been used in order to assess the predictive power of first and second order perturbation theory based alchemical predictions 17 . In order to test the alchemical "extrapolation", we trained on the covalent bonds of all other compounds (16 curves) which did contain neither the group IV atom nor the corresponding bonding partner in question.…”

Atoms in Molecules from Alchemical Perturbation Density Functional Theory

“…Second and higher order alchemical estimates were studied in Refs. [27,[47][48][49][50][51]. Insertion of µ I in Eq.…”

AlxGa1−xAs crystals with direct 2 eV band gaps from computational alchemy

“…where |Ψ ref is the wavefunction of the reference system. 9, 18,24 To estimate changes in band structure, the same formula is applied to each eigenvalue ofĤ tar at any given wavevector k using the corresponding eigenfunction |φ ref k . In Fig.…”