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:
Jan. 03, 2023
Filed:
Nov. 04, 2019
Cisco Technology, Inc., San Jose, CA (US);
Michael Freed, Pleasanton, CA (US);
Akshay Khushu, San Jose, CA (US);
Christin Lin, Bellevue, WA (US);
Andrew Ren Luo, Pleasanton, CA (US);
Nina Maller, Granite Bay, CA (US);
Janet Dukes Schlossberg, Palo Alto, CA (US);
Shawn Brian Zhang, Pleasanton, CA (US);
Cisco Technology, Inc., San Jose, CA (US);
Abstract
In one embodiment, a device in a network receives a machine learning encoder and decoder trained by a supervisory service. The service trains the encoder and decoder using vibration measurement data sent to the service by a plurality of devices. The device trains, based on the received encoder, a classifier to determine whether vibration measurement data is indicative of a behavioral anomaly. The device receives vibration measurement data captured by a particular set of one or more vibration sensors of a monitored system. The device evaluates, using the trained decoder, the received vibration measurement data to determine whether the data is indicative of a structural anomaly in the monitored system. The device evaluates, using the trained classifier, the received vibration measurement data to determine whether the data is indicative of a behavioral anomaly in the monitored system.