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:
Oct. 10, 2023
Filed:
Feb. 20, 2020
Applicant:
Bentley Systems, Incorporated, Exton, PA (US);
Inventors:
Assignee:
Bentley Systems, Incorporated, Exton, PA (US);
Primary Examiner:
Int. Cl.
CPC ...
G06N 3/08 (2023.01); G06N 3/086 (2023.01); G06N 3/04 (2023.01);
U.S. Cl.
CPC ...
G06N 3/086 (2013.01); G06N 3/04 (2013.01);
Abstract
In example embodiments, an enhanced deep belief learning model with an extended Kalman filter (EKF) is used for training and updating a deep belief network (DBN) with new data to produce a DBN model useful in making predictions on a variety of types of datasets, including data captured from infrastructure-attached sensors describing the condition of the infrastructure. The EKF is employed to estimate operation parameters of the DBN and generate the model's output covariance. Further, in example embodiments, the configuration of the DBN model may be optimized by a competent genetic algorithm.