دورية أكاديمية

Accurate GW frontier orbital energies of 134 kilo molecules

التفاصيل البيبلوغرافية
العنوان: Accurate GW frontier orbital energies of 134 kilo molecules
المؤلفون: Artem Fediai, Patrick Reiser, Jorge Enrique Olivares Peña, Pascal Friederich, Wolfgang Wenzel
المصدر: Scientific Data, Vol 10, Iss 1, Pp 1-7 (2023)
بيانات النشر: Nature Portfolio, 2023.
سنة النشر: 2023
المجموعة: LCC:Science
مصطلحات موضوعية: Science
الوصف: Abstract HOMO and LUMO energies are critical molecular properties that typically require high accuracy computations for practical applicability. Until now, a comprehensive dataset containing sufficiently accurate HOMO and LUMO energies has been unavailable. In this study, we introduce a new dataset of HOMO/LUMO energies for QM9 compounds, calculated using the GW method. The GW method offers adequate HOMO/LUMO prediction accuracy for diverse applications, exhibiting mean unsigned errors of 100 meV in the GW100 benchmark dataset. This database may serve as a benchmark of HOMO/LUMO prediction, delta-learning, and transfer learning, particularly for larger molecules where GW is the most accurate but still numerically feasible method. We anticipate that this dataset will enable the development of more accurate machine learning models for predicting molecular properties.
نوع الوثيقة: article
وصف الملف: electronic resource
اللغة: English
تدمد: 2052-4463
Relation: https://doaj.org/toc/2052-4463
DOI: 10.1038/s41597-023-02486-4
URL الوصول: https://doaj.org/article/6e17245b13eb4c48a8bbddea8dca625b
رقم الأكسشن: edsdoj.6e17245b13eb4c48a8bbddea8dca625b
قاعدة البيانات: Directory of Open Access Journals
الوصف
تدمد:20524463
DOI:10.1038/s41597-023-02486-4