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:
May. 09, 2023
Filed:
Sep. 04, 2018
Applicant:
International Business Machines Corporation, Armonk, NY (US);
Inventors:
Fearghal O'Donncha, Aran Islands, IE;
Philipp Haehnel, Schoeneiche, DE;
Jakub Marecek, Dublin, IE;
Julien Monteil, Dublin, IE;
Assignee:
INTERNATIONAL BUSINESS MACHINES CORPORATION, Armonk, NY (US);
Attorney:
Primary Examiner:
Int. Cl.
CPC ...
G06F 17/13 (2006.01); G06N 3/08 (2023.01); G06N 3/088 (2023.01); G06V 10/764 (2022.01); G06F 18/214 (2023.01); G06F 18/2413 (2023.01); G06N 3/045 (2023.01); G06N 3/047 (2023.01); G06N 3/044 (2023.01);
U.S. Cl.
CPC ...
G06F 17/13 (2013.01); G06F 18/214 (2023.01); G06F 18/2413 (2023.01); G06N 3/045 (2023.01); G06N 3/047 (2023.01); G06N 3/08 (2013.01); G06N 3/088 (2013.01); G06V 10/764 (2022.01); G06F 2218/12 (2023.01); G06N 3/044 (2023.01);
Abstract
Embodiments for deep learning for partial differential equation (PDE)-based models by a processor. A trained forecasting model and consistency constraints may be generated using a PDE-based model, a discretization of the PDE-based model, historical inputs the of the PDE-based model, and a representation of consistency constraints to generate a predictive output.