Improved deep packet inspection in data stream detection

被引:14
|
作者
Yin, Chunyong [1 ]
Wang, Hongyi [1 ]
Yin, Xiang [2 ]
Sun, Ruxia [1 ]
Wang, Jin [3 ]
机构
[1] Nanjing Univ Informat Sci & Technol, Jiangsu Engn Ctr Network Monitoring, Sch Comp & Software, Nanjing 210044, Jiangsu, Peoples R China
[2] Yangzhou Univ, Coll Informat Engn, Yangzhou 225127, Jiangsu, Peoples R China
[3] Changsha Univ Sci & Technol, Sch Comp & Commun Engn, Changsha 410004, Hunan, Peoples R China
来源
JOURNAL OF SUPERCOMPUTING | 2019年 / 75卷 / 08期
基金
中国国家自然科学基金;
关键词
Regular expression; NFA; Conversion edges; Deep packet inspection; REGULAR EXPRESSIONS; SYSTEM;
D O I
10.1007/s11227-018-2685-y
中图分类号
TP3 [计算技术、计算机技术];
学科分类号
0812 ;
摘要
Finite state automata are widely used in firewalls, data detection and content audit systems to match complex sets of regular expressions in network packets. However, with the continuous increase in the types of network contents and network traffics in recent years, the deep packet inspection systems based on finite state automata also require regular engines for less memory consumption and higher operating speed. This paper analyzes the feature and problem of finite state automata and improves non-deterministic finite automata by reducing the conversion edge to reduce the memory usage. The experiment results which are made by real-world dataset show that the memory usage is reduced more than half.
引用
收藏
页码:4295 / 4308
页数:14
相关论文
共 50 条
  • [21] Parallelizing Deep Packet Inspection on GPU
    Ramesh, Meera
    Jeon, Hyeran
    2018 IEEE FOURTH INTERNATIONAL CONFERENCE ON BIG DATA COMPUTING SERVICE AND APPLICATIONS (IEEE BIGDATASERVICE 2018), 2018, : 248 - 253
  • [22] Detection of Advanced Persistent Threats using Artificial Intelligence for Deep Packet Inspection
    Dijk, Allard
    2021 IEEE INTERNATIONAL CONFERENCE ON BIG DATA (BIG DATA), 2021, : 2092 - 2097
  • [23] A Software Deep Packet Inspection System for Network Traffic Analysis and Anomaly Detection
    Song, Wenguang
    Beshley, Mykola
    Przystupa, Krzysztof
    Beshley, Halyna
    Kochan, Orest
    Pryslupskyi, Andrii
    Pieniak, Daniel
    Su, Jun
    SENSORS, 2020, 20 (06)
  • [24] Development of Deep Packet Inspection System for Network Traffic Analysis and Intrusion Detection
    Cheng, Zhihui
    Beshley, Mykola
    Beshley, Halyna
    Kochan, Orest
    Urikova, Oksana
    15TH INTERNATIONAL CONFERENCE ON ADVANCED TRENDS IN RADIOELECTRONICS, TELECOMMUNICATIONS AND COMPUTER ENGINEERING (TCSET - 2020), 2020, : 877 - 881
  • [25] Monitoring and Indentification Packet in Wireless With Deep Packet Inspection Method
    Oklilas, Ahmad Fali
    Tasmi
    IAES INTERNATIONAL CONFERENCE ON ELECTRICAL ENGINEERING, COMPUTER SCIENCE AND INFORMATICS, 2017, 190
  • [26] Deep Packet Inspection: Algorithms, Hardware, and Applications
    Lin, Ying-Dar
    Lin, Po-Ching
    Prasanna, Viktor K.
    Chao, H. Jonathan
    Lockwood, John W.
    IEEE JOURNAL ON SELECTED AREAS IN COMMUNICATIONS, 2014, 32 (10) : 1781 - 1783
  • [27] Slimming Down Deep Packet Inspection Systems
    Fernandes, Stenio
    Antonello, Rafael
    Lacerda, Thiago
    Santos, Alysson
    Sadok, Djamel
    Westholm, Tord
    IEEE INFOCOM 2009 - IEEE CONFERENCE ON COMPUTER COMMUNICATIONS WORKSHOPS, 2009, : 61 - +
  • [28] Energy Budget Simulation for Deep Packet Inspection
    Di Gregorio, Lorenzo
    2013 INTERNATIONAL CONFERENCE ON COMPUTING, NETWORKING AND COMMUNICATIONS (ICNC), 2013,
  • [29] Deep packet inspection optimizes mobile applications
    Coward, Mike
    EDN, 2009, 54 (20) : 37 - 40
  • [30] Deep packet inspection optimizes mobile applications
    Coward, Mike
    EDN, 2009, 54 (19) : 37 - 40