Alexandria: A General Drude Polarizable Force Field with Spherical Charge Density
- Location: Room B21, Uppsala Biomedical Centre, Husargatan 3, Uppsala
- Doctoral student: Ghahremanpour, Mohammad Mehdi
- About the dissertation
- Organiser: Institutionen för cell- och molekylärbiologi
- Contact person: Ghahremanpour, Mohammad Mehdi
Molecular-mechanical (MM) force fields are mathematical functions that map the geometry of a molecule to its associated energy. MM force fields have been extensively used for an atomistic view into the dynamic and thermodynamics of large molecular systems in their condensed phase.
Nevertheless, the grand challenge in force field development—which remains to be addressed—is to predict properties of materials with different chemistries and in all their physical phases.
Force fields are, in principle, derived through supervised machine learning methods. Therefore, the first step toward more accurate force fields is to provide high-quality reference data from which the force fields can learn. Thus, we benchmarked quantum-mechanical methods—at different levels of theory—in predicting of molecular energetics and electrostatic properties. As the result, the Alexandria library was released as an open access database of molecular properties.
The second step is to use potential functions describing interactions between molecules accurately. For this, we incorporated electronic polarization and charge penetration effects into the Alexandria force field. The Drude model was used for the explicit inclusion of electronic polarization. The distribution of the atomic charges was described by either a 1s-Gaussian or an ns-Slater density function to account for charge penetration effects. Moreover, the 12-6 Lennard-Jones (LJ) potential function, commonly used in force fields, was replaced by the Wang-Buckingham (WBK) function to describe the interaction of two particles at very short distances. In contrast to the 12-6 LJ function, the WBK function is well behaved at short distances because it has a finite limit as the distance between two particles approaches zero.
The third step is free and open source software (FOSS) for systematic optimization of the built-in force field parameters. For this, we developed the Alexandria chemistry toolkit that is currently part of the GROMACS software package.
With these three steps, the Alexandria force field was developed for alkali halides and for organic compounds consisting of (H, C, N, O, S, P) and halogens (F, Cl, Br, I). We demonstrated that the Alexandria force field described alkali halides in gas, liquid, and solid phases with an overall performance better than the benchmarked reference force fields. We also showed that the Alexandria force field predicted the electrostatics of isolated molecules and molecular complexes in agreement with the density functional theory at the B3LYP/aug-cc-pVTZ level of theory.