Journal of University of Science and Technology of China ›› 2010, Vol. 40 ›› Issue (10): 1096-1100.DOI: 10.3969/j.issn.0253-2778.2010.10.015

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Intrusion detection system design in wireless LANs based on optimized BP algorithm

LIU Fengchun   

  1. 1.Department of Computer Science and Technology, University of Science and Technology of China, Hefei 230027, China; 2.State Key Laboratory of Networking and Switching Technology, Beijing 100876, China; 3.Province Key Laboratory of Software in Computing and Communication, Hefei 230027, China
  • Received:2009-09-11 Revised:2010-01-06 Online:2010-10-31 Published:2010-10-31

Abstract: In view of the existence of slightly curved surfaces and local minima problems with the application of the BP neural network algorithm, ergodic BP algorithm based on minimal point escape was proposed to achieve better convergence effect. The improved BP algorithm was applied to the wireless network intrusion detection system. Experiments show that, the improved BP algorithm enhances the accuracy and real time of intrusion detection systems.

Key words: wireless local area network, intrusion detection, neural networks, 80211 protocol