An Extraction Method of Unknown Protocol Features

An extraction method and protocol feature technology, which is applied in the field of extraction of unknown protocol features, can solve problems such as monitoring and detection of channel models that cannot steal secrets, and achieve the effect of reducing the number and efficient identification

Active Publication Date: 2018-03-30
UNIV OF ELECTRONICS SCI & TECH OF CHINA
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Problems solved by technology

[0002] With the increasingly complex development of the network, ensuring the security of the information network has become the core content of the national informatization strategy; in a specific network environment, the threat of stealing secrets through special means is becoming more and more severe, and such stealing channels are usually through wireless communication In addition, the protocols used in this kind of communication are all unconventional dedicated unknown protocols, and the existing preventive measures are basically only for known protocols, most of which are based on port mapping or static feature matching. Monitoring and detection of stealth-like channel models

Method used

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  • An Extraction Method of Unknown Protocol Features
  • An Extraction Method of Unknown Protocol Features
  • An Extraction Method of Unknown Protocol Features

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Embodiment Construction

[0035] The technical solution of the present invention will be further described in detail below in conjunction with the accompanying drawings, but the protection scope of the present invention is not limited to the following description.

[0036] like figure 1 As shown, an extraction method of unknown protocol features, it includes the following steps:

[0037] S1. Randomly divide the data frame of each protocol in the data set into two parts, segment each part by byte, and count the number of occurrences and frequency of each byte to obtain frequent bytes;

[0038] S2. Use the Jaccard parameter to screen the frequent bytes, and select the frequent bytes corresponding to each protocol;

[0039] S3. Splicing the consecutive frequently occurring bytes corresponding to a protocol to obtain the characteristic long string, that is, the frequent string, and filtering out the characteristic long string whose number of bytes is greater than 50% of the total number of bytes in the fr...

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Abstract

The invention discloses a method for extracting features of an unknown protocol, which randomly divides the data frame of each protocol into two parts, divides each part into bytes, and counts the number and frequency of occurrence of each byte. Obtain frequent bytes; filter the frequent bytes to obtain the frequent bytes corresponding to each protocol; splice the consecutive frequent bytes corresponding to a protocol to obtain the characteristic long string, that is, the frequent string, and filter to obtain each A feature candidate set of a protocol; characterize the data frame of the protocol as a vector according to the feature candidate set; use the correlation feature selection CFS algorithm for feature selection on the feature candidate set, and record the selected features; use the KNN algorithm to perform feature selection Classify, and count the classification accuracy and recognition rate. The invention provides a method for extracting features of an unknown protocol, which helps decision makers to identify the unknown protocol efficiently.

Description

technical field [0001] The invention relates to a method for extracting unknown protocol features. Background technique [0002] With the increasingly complex development of the network, ensuring the security of the information network has become the core content of the national informatization strategy; in a specific network environment, the threat of stealing secrets through special means is becoming more and more serious, and such secret stealing channels are usually through wireless communication In addition, the protocols used in such communication are all unconventional dedicated unknown protocols, and the existing preventive measures are basically only for known protocols, most of which are based on port mapping or static feature matching, which cannot Monitoring and detection of similar stealing channels and models. [0003] In order to ensure the safe operation of the network and the early warning of attacks and harmful behaviors, decision makers urgently need to a...

Claims

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Application Information

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Patent Type & Authority Patents(China)
IPC IPC(8): H04L29/06H04L12/26
CPCH04L43/18H04L69/02
Inventor 张凤荔周洪川张春瑞王勇张俊娇
Owner UNIV OF ELECTRONICS SCI & TECH OF CHINA
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