A system for detecting attacks in real time based on artificial intelligence and mapreduce

An artificial intelligence and real-time detection technology, applied in the fields of artificial intelligence, big data and information security applications, can solve problems such as incompetent tasks for enterprise security operation and maintenance services

Active Publication Date: 2020-10-27
NANJING LIANCHENG TECH DEV
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  • Summary
  • Abstract
  • Description
  • Claims
  • Application Information

AI Technical Summary

Problems solved by technology

[0013] The existing security management analysis tools are no longer up to the task of security operation and maintenance services of current enterprises

Method used

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  • A system for detecting attacks in real time based on artificial intelligence and mapreduce
  • A system for detecting attacks in real time based on artificial intelligence and mapreduce
  • A system for detecting attacks in real time based on artificial intelligence and mapreduce

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Embodiment Construction

[0029] Below is further detailed description of the present invention according to accompanying drawing and example:

[0030] The system provided by this patent starts with standardizing unstructured log files. By retrieving unstructured log data, log storage and log processing can be further performed. Extracting data from logs is already a rather difficult technical task because it has to deal with log data in various heterogeneous formats. In order to realize a proper extraction of log data, this patent selects the Python programming language because of its flexibility, its efficiency, and relatively easy handling of analysis tasks. In Python programs, use pyparsing, a useful class library that enables the construction of parsers directly in Python code.

[0031] In the work of this patent, the result of the log preprocessing stage is a JSON (JavaScript ObjectNotation) file, which contains variables corresponding to log fields, such as figure 1 shown. JSON is a lightwei...

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Abstract

The invention discloses a real-time security attack detection system based on artificial intelligence and MapReduce. The system comprises a preprocessing stage, an MAP stage and a Reduce stage, and each stage comprises a software module. According to the invention, the construction level of an enterprise security operation and maintenance service platform can be improved, and the construction costcan be reduced.

Description

technical field [0001] The invention relates to the technical fields of artificial intelligence, big data and information security applications, in particular to a system for real-time detection of security attacks. Background technique [0002] The English abbreviation included in the present invention is as follows: [0003] RF: Random Forest Random Forest [0004] CLF: Common Log Format common log format [0005] JSON: JavaScript Object Notation JAVA Script Object Notation [0006] SOC: Security Operation Center Security Management Center [0007] IDS: Intrusion Detection Systems intrusion detection system [0008] SNMP: Simple Network Management Protocol Simple Network Management Protocol [0009] HDFS: Hadoop Distribute File System Hadoop Distributed File System. [0010] Safe production has always been the prerequisite for ensuring the orderly development of various tasks, and it is also a veto indicator for evaluating leading cadres at all levels. The network a...

Claims

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Application Information

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Patent Type & Authority Patents(China)
IPC IPC(8): H04L29/06
Inventor 李木金凌飞
Owner NANJING LIANCHENG TECH DEV
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