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том 11 издание 1 номер публикации 948

Quantum Chemistry Dataset with Ground- and Excited-state Properties of 450 Kilo Molecules

Тип публикацииJournal Article
Дата публикации2024-08-29
scimago Q1
wos Q1
БС1
SJR1.937
CiteScore11.2
Impact factor6.9
ISSN20524463
Краткое описание
Due to rapid advancements in deep learning techniques, the demand for large-volume high-quality datasets grows significantly in chemical research. We developed a quantum-chemistry database that includes 443,106 small organic molecules with sizes up to 10 heavy atoms including C, N, O, and F. Ground-state geometry optimizations and frequency calculations of all compounds were performed at the B3LYP/6-31G* level with the BJD3 dispersion correction, while the excited-state single-point calculations were conducted at the ωB97X-D/6-31G* level. Totally twenty-seven molecular properties, such as geometric, thermodynamic, electronic and energetic properties, were gathered from these calculations. Meanwhile, we also established a comprehensive protocol for the construction of a high-volume quantum-chemistry dataset. Our QCDGE (Quantum Chemistry Dataset with Ground- and Excited-State Properties) dataset contains a substantial volume of data, exhibits high chemical diversity, and most importantly includes excited-state information. This dataset, along with its construction protocol, is expected to have a significant impact on the broad applications of machine learning studies across different fields of chemistry, especially in the area of excited-state research.
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Digital Discovery
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Machine Learning: Science and Technology
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ГОСТ |
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Zhu Y. et al. Quantum Chemistry Dataset with Ground- and Excited-state Properties of 450 Kilo Molecules // Scientific data. 2024. Vol. 11. No. 1. 948
ГОСТ со всеми авторами (до 50) Скопировать
Zhu Y., Li M., Xu C., Lan Z. Quantum Chemistry Dataset with Ground- and Excited-state Properties of 450 Kilo Molecules // Scientific data. 2024. Vol. 11. No. 1. 948
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TY - JOUR
DO - 10.1038/s41597-024-03788-x
UR - https://www.nature.com/articles/s41597-024-03788-x
TI - Quantum Chemistry Dataset with Ground- and Excited-state Properties of 450 Kilo Molecules
T2 - Scientific data
AU - Zhu, Yifei
AU - Li, Mengge
AU - Xu, Chao
AU - Lan, Zhenggang
PY - 2024
DA - 2024/08/29
PB - Springer Nature
IS - 1
VL - 11
PMID - 39209851
SN - 2052-4463
ER -
BibTex
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BibTex (до 50 авторов) Скопировать
@article{2024_Zhu,
author = {Yifei Zhu and Mengge Li and Chao Xu and Zhenggang Lan},
title = {Quantum Chemistry Dataset with Ground- and Excited-state Properties of 450 Kilo Molecules},
journal = {Scientific data},
year = {2024},
volume = {11},
publisher = {Springer Nature},
month = {aug},
url = {https://www.nature.com/articles/s41597-024-03788-x},
number = {1},
pages = {948},
doi = {10.1038/s41597-024-03788-x}
}