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DGA network domain name detection and identification system fusing k-means and capsule network thereof

A domain name detection and recognition system technology, applied in transmission systems, character and pattern recognition, biological neural network models, etc., can solve problems such as instability

Active Publication Date: 2021-01-15
常州便捷网络科技有限公司
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  • Abstract
  • Description
  • Claims
  • Application Information

AI Technical Summary

Problems solved by technology

However, the learned features need to be defined manually, and the performance of the algorithm depends on whether the security personnel features are properly set, which brings unstable factors

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  • DGA network domain name detection and identification system fusing k-means and capsule network thereof
  • DGA network domain name detection and identification system fusing k-means and capsule network thereof
  • DGA network domain name detection and identification system fusing k-means and capsule network thereof

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Embodiment Construction

[0193] Embodiments of the present invention are described in detail below, examples of which are shown in the drawings, wherein the same or similar reference numerals designate the same or similar elements or elements having the same or similar functions throughout. The embodiments described below by referring to the figures are exemplary only for explaining the present invention and should not be construed as limiting the present invention.

[0194] 1 Introduction

[0195] 1.1 Research purpose

[0196] At present, most of the research on DGA domain name detection adopts the feature extraction method of convolutional neural network to extract the information in the data, and combines the pooling layer to discretize the original continuous features. Due to the problem of spatial information defects in feature expression in the convolutional neural network (CNN) used for feature extraction, some features and even important feature information are lost in the CNN data stream. D...

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Abstract

The invention provides a DGA network domain name detection and identification system fusing k-means and a capsule network thereof. The DGA network domain name detection and identification system comprises a network domain name acquisition module, a preprocessing module, a domain name feature splicing module, a feature conversion module, an integration selection module and a result index display module. The data output end of the network domain name acquisition module is connected with the data input end of the preprocessing module, the data output end of the preprocessing module is connected with the data input end of the domain name feature splicing module, the data output end of the domain name feature splicing module is connected with the data input end of the feature conversion module,the data input end of the feature conversion module is connected with the data input end of the integration selection module, and the data output end of the integration selection module is connectedwith the data input end of the result index display module. According to the system, DGA detection classification can be carried out on the obtained domain names.

Description

technical field [0001] The invention relates to the technical field of network security situation awareness monitoring, in particular to a DGA network domain name detection and recognition system integrating k-means and its capsule network. Background technique [0002] Botnet refers to the use of one or more means of transmission to infect a large number of hosts with bot program (bot program) viruses, thereby forming a one-to-many controllable network between the controller and the infected hosts. The construction of botnets mainly utilizes the loopholes of software or hardware devices, and social engineering (using the weakness of human nature to complete the target tasks), etc., so that the victim hosts can be infected with malicious bots without realizing it, and use one-to-many command and control (C&C) channel to control the zombie host to complete the specified attack behavior sent by the control host. The rapid rise and development of the Internet and the surge in ...

Claims

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Application Information

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Patent Type & Authority Applications(China)
IPC IPC(8): H04L29/12H04L29/06G06K9/62G06N3/04G06N3/08
CPCH04L63/1416G06N3/049G06N3/084H04L61/4511G06N3/047G06N3/045G06F18/23213
Inventor 刘小洋刘加苗马敏
Owner 常州便捷网络科技有限公司