Unknown

Dataset Information

0

VIB5 database with accurate ab initio quantum chemical molecular potential energy surfaces.


ABSTRACT: High-level ab initio quantum chemical (QC) molecular potential energy surfaces (PESs) are crucial for accurately simulating molecular rotation-vibration spectra. Machine learning (ML) can help alleviate the cost of constructing such PESs, but requires access to the original ab initio PES data, namely potential energies computed on high-density grids of nuclear geometries. In this work, we present a new structured PES database called VIB5, which contains high-quality ab initio data on 5 small polyatomic molecules of astrophysical significance (CH3Cl, CH4, SiH4, CH3F, and NaOH). The VIB5 database is based on previously used PESs, which, however, are either publicly unavailable or lacking key information to make them suitable for ML applications. The VIB5 database provides tens of thousands of grid points for each molecule with theoretical best estimates of potential energies along with their constituent energy correction terms and a data-extraction script. In addition, new complementary QC calculations of energies and energy gradients have been performed to provide a consistent database, which, e.g., can be used for gradient-based ML methods.

SUBMITTER: Zhang L 

PROVIDER: S-EPMC8917215 | biostudies-literature | 2022 Mar

REPOSITORIES: biostudies-literature

altmetric image

Publications

VIB5 database with accurate ab initio quantum chemical molecular potential energy surfaces.

Zhang Lina L   Zhang Shuang S   Owens Alec A   Yurchenko Sergei N SN   Dral Pavlo O PO  

Scientific data 20220311 1


High-level ab initio quantum chemical (QC) molecular potential energy surfaces (PESs) are crucial for accurately simulating molecular rotation-vibration spectra. Machine learning (ML) can help alleviate the cost of constructing such PESs, but requires access to the original ab initio PES data, namely potential energies computed on high-density grids of nuclear geometries. In this work, we present a new structured PES database called VIB5, which contains high-quality ab initio data on 5 small pol  ...[more]

Similar Datasets

| S-EPMC10694823 | biostudies-literature
| S-EPMC12337136 | biostudies-literature
| S-EPMC9814296 | biostudies-literature
| S-EPMC10316409 | biostudies-literature