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A real-time host identification method based on distributed analysis of application traffic

A technology of application programs and identification methods, applied in the direction of digital transmission systems, data exchange networks, electrical components, etc., can solve the problems of weak host identification technology, failure to guarantee system reliability, and inability to obtain better identification rates, etc., to achieve good results. Scalability, improved processing capability, good concealment effect

Active Publication Date: 2020-08-11
SOUTHEAST UNIV
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  • Summary
  • Abstract
  • Description
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AI Technical Summary

Problems solved by technology

However, the host identification technology based on physical signals is weak and cannot achieve a good recognition rate in large-scale networks, while the host identification technology based on protocol stack parameters has insufficient recognition granularity and cannot directly identify hosts.
At the same time, in the face of a high-speed network environment, traditional centralized programs cannot provide real-time computing capabilities, nor can they guarantee system reliability

Method used

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  • A real-time host identification method based on distributed analysis of application traffic
  • A real-time host identification method based on distributed analysis of application traffic
  • A real-time host identification method based on distributed analysis of application traffic

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Embodiment Construction

[0028] The present invention will be further illustrated below in conjunction with specific embodiments, and it should be understood that the following specific embodiments are only used to illustrate the present invention and are not intended to limit the scope of the present invention.

[0029] see figure 1 As shown, an embodiment of the present invention provides a method for real-time identification of a host based on a distributed computing platform design. Firstly, based on the distributed computing platform Storm, the traffic packets are read from the distributed message queue, the analysis and processing of the traffic packets are completed, and the characteristic data are extracted and stored in the distributed database, and then the device is generated by combining the characteristic data of the devices Fingerprint, and based on Spark Streaming technology to complete the classification of device fingerprints, to achieve real-time identification of the host. The spec...

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Abstract

The invention provides a host real-time identification method based on distributed analysis of application traffic. The method of the invention comprises the following steps: step S1, analyzing and processing a distributed traffic message; step S2, generating an equipment fingerprint; and step S3, performing real-time identification of a host. The host real-time identification method based on the distributed analysis of the application traffic provided by the invention uses a distributed computing platform to identify and extract a host operating system and software information for high-speed network environment by analyzing the host traffic, generates the equipment fingerprint, and ultimately realizes the real-time identification of the host by using a machine learning algorithm.

Description

Technical field: [0001] The invention relates to a real-time identification method of a host based on distributed analysis of application flow, and belongs to the technical field of host identification. Background technique: [0002] With the rapid development of network technology, the Internet is rapidly integrated into every aspect of people's lives. However, while the Internet facilitates people's lives, it has also become a hotbed of cybercrime, and various cybercrime incidents occur frequently. As a line of defense for maintaining network security, network supervision undertakes the task of monitoring and controlling various cybercrime incidents, and maintains network security by punishing cybercriminal subjects. As a key link in network supervision, host identification plays a vital role in it. This patent defines the continuous network access of the host for a period of time as a network session of the host. The change of the IP address of the host or the interrupt...

Claims

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Application Information

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Patent Type & Authority Patents(China)
IPC IPC(8): H04L12/26
CPCH04L43/026H04L43/028H04L43/065H04L43/18
Inventor 杨明潘培龙罗军舟凌振
Owner SOUTHEAST UNIV
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