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:
Apr. 07, 2020

Filed:

Oct. 12, 2016
Applicant:

Shanghai Maritime University, Shanghai, CN;

Inventors:

Dezhi Han, Shanghai, CN;

Kun Bi, Shanghai, CN;

Haochen Han, Shanghai, CN;

Jun Wang, Shanghai, CN;

Bolin Xie, Shanghai, CN;

Fumei Chen, Shanghai, CN;

Assignee:
Attorney:
Primary Examiner:
Int. Cl.
CPC ...
H04L 29/06 (2006.01); G06N 20/00 (2019.01); G06F 9/455 (2018.01); G06F 21/55 (2013.01); G06N 7/00 (2006.01); H04L 29/14 (2006.01); G06F 11/07 (2006.01); G06N 7/08 (2006.01); H04L 29/08 (2006.01);
U.S. Cl.
CPC ...
H04L 63/145 (2013.01); G06F 9/455 (2013.01); G06F 9/45558 (2013.01); G06F 11/076 (2013.01); G06F 11/0709 (2013.01); G06F 11/0712 (2013.01); G06F 11/0772 (2013.01); G06F 11/0793 (2013.01); G06F 21/554 (2013.01); G06N 7/005 (2013.01); G06N 7/08 (2013.01); G06N 20/00 (2019.01); H04L 63/1416 (2013.01); H04L 63/1425 (2013.01); H04L 67/10 (2013.01); H04L 69/40 (2013.01); G06F 2009/45575 (2013.01); G06F 2009/45587 (2013.01); G06F 2009/45591 (2013.01); G06F 2009/45595 (2013.01);
Abstract

An anomaly detection method for virtual machines in a cloud system, in which an HsMM is trained by searching the state information of the normal virtual machines in the cloud system, and a corresponding algorithm is designed to detect and calculate the probabilistic logarithm probability and the Mahalanobis distance of the dynamic changing behaviors of the resources in the cloud system when each virtual machine is online. If the Mahalanobis distance value of an online virtual machine is detected being higher than the preset threshold value of the cloud system, it is suggested that the virtual machine is operating anomalously.


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