The patent badge is an abbreviated version of the USPTO patent document. The patent badge does contain a link to the full patent document.
The patent badge is an abbreviated version of the USPTO patent document. The patent badge covers the following: Patent number, Date patent was issued, Date patent was filed, Title of the patent, Applicant, Inventor, Assignee, Attorney firm, Primary examiner, Assistant examiner, CPCs, and Abstract. The patent badge does contain a link to the full patent document (in Adobe Acrobat format, aka pdf). To download or print any patent click here.
Patent No.:
Date of Patent:
Feb. 21, 2023
Filed:
Feb. 21, 2020
Applicant:
Samsung Electronics Co., Ltd., Suwon-si, KR;
Inventor:
Ganesh Hegde, Houston, TX (US);
Assignee:
Samsung Electronics Co., Ltd., Suwon-si, KR;
Attorney:
Primary Examiner:
Int. Cl.
CPC ...
G06F 1/18 (2006.01); G06N 20/00 (2019.01); G06N 3/04 (2023.01); G06N 10/00 (2022.01);
U.S. Cl.
CPC ...
G06N 20/00 (2019.01); G06N 3/0454 (2013.01); G06N 3/0472 (2013.01); G06N 10/00 (2019.01);
Abstract
A method for obtaining learned self-consistent electron density and/or derived physical quantities includes: conducting non-self-consistent (NSC) calculation to generate a first NSC dataset Xfrom a first plurality of configurations of atoms; conducting self-consistent (SC) calculation to generate a first SC dataset Yfrom the first plurality of configurations of atoms; mapping the first NSC dataset Xto the first SC dataset Yutilizing machine learning algorithm to generate a mapping function F; and generating a learned self-consistent data Yfrom a new NSC data Xutilizing the mapping function F.