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.

Date of Patent:
Oct. 06, 2020

Filed:

Aug. 23, 2018
Applicant:

Morgan Stanley Services Group, Inc., New York, NY (US);

Inventors:

Richard Huddleston, Jericho, NY (US);

Ahmed Jedda, Montreal, CA;

Assignee:
Attorney:
Primary Examiner:
Assistant Examiner:
Int. Cl.
CPC ...
H04L 29/14 (2006.01); G06F 11/07 (2006.01); H04L 12/721 (2013.01); G06N 3/04 (2006.01); H04L 12/861 (2013.01); H04L 12/24 (2006.01);
U.S. Cl.
CPC ...
H04L 69/40 (2013.01); G06F 11/0709 (2013.01); G06N 3/049 (2013.01); H04L 45/70 (2013.01); H04L 49/90 (2013.01); H04L 41/0654 (2013.01);
Abstract

A system for detecting a communications computer network node malfunction by analysis of network traffic output by the network node. Low latency packet capture nodes copy network traffic and transmit it to an analytics engine, which may use machine learning techniques, including long short-term memory (LSTM) neural networks, to determine a likelihood that the output of one data router in a network is suffering from a software malfunction, hardware malfunction, or network connectivity issue, and preserve overall data quality in the network by causing cessation of traffic by the malfunctioning node of the network.


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