To detect various network attacks in real time, this paper developed a network intrusion detection system based on artificial neural network. This paper first introduced the recent development of neural network, BP algorithm and structure of a simple perceptron. Then, this paper developed an improved BP neural network algorithm to detect anomaly network traffic with adjusted correlation rules. Finally, the network intrusion system in this paper was tested in a real network situation; the improved BP algorithm neural network with adjusted correlation rules shows a reduction in total error and increment in alarm rate compared to the traditional basic BP algorithm model.
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Natl Univ Malaysia, Fac Engn & Built Environm, Dept Elect Elect & Syst Engn, Ukm Bangi 43600, Selangor Darul, MalaysiaNatl Univ Malaysia, Fac Engn & Built Environm, Dept Elect Elect & Syst Engn, Ukm Bangi 43600, Selangor Darul, Malaysia
Aburomman, Abdulla Amin
Reaz, Mamun Bin Ibne
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Natl Univ Malaysia, Fac Engn & Built Environm, Dept Elect Elect & Syst Engn, Ukm Bangi 43600, Selangor Darul, MalaysiaNatl Univ Malaysia, Fac Engn & Built Environm, Dept Elect Elect & Syst Engn, Ukm Bangi 43600, Selangor Darul, Malaysia
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Anna Univ, Madras Inst Technol, Dept Informat Technol, Chennai 600025, Tamil Nadu, IndiaAnna Univ, Madras Inst Technol, Dept Informat Technol, Chennai 600025, Tamil Nadu, India
Hemalatha, C. Sweetlin
Vaidehi, V.
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Anna Univ, Madras Inst Technol, Dept Informat Technol, Chennai 600025, Tamil Nadu, IndiaAnna Univ, Madras Inst Technol, Dept Informat Technol, Chennai 600025, Tamil Nadu, India
Vaidehi, V.
Lakshmi, R.
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Anna Univ, Madras Inst Technol, Dept Informat Technol, Chennai 600025, Tamil Nadu, IndiaAnna Univ, Madras Inst Technol, Dept Informat Technol, Chennai 600025, Tamil Nadu, India
机构:
Natl Univ Malaysia, Fac Engn & Built Environm, Dept Elect Elect & Syst Engn, Ukm Bangi 43600, Selangor Darul, MalaysiaNatl Univ Malaysia, Fac Engn & Built Environm, Dept Elect Elect & Syst Engn, Ukm Bangi 43600, Selangor Darul, Malaysia
Aburomman, Abdulla Amin
Reaz, Mamun Bin Ibne
论文数: 0引用数: 0
h-index: 0
机构:
Natl Univ Malaysia, Fac Engn & Built Environm, Dept Elect Elect & Syst Engn, Ukm Bangi 43600, Selangor Darul, MalaysiaNatl Univ Malaysia, Fac Engn & Built Environm, Dept Elect Elect & Syst Engn, Ukm Bangi 43600, Selangor Darul, Malaysia
机构:
Anna Univ, Madras Inst Technol, Dept Informat Technol, Chennai 600025, Tamil Nadu, IndiaAnna Univ, Madras Inst Technol, Dept Informat Technol, Chennai 600025, Tamil Nadu, India
Hemalatha, C. Sweetlin
Vaidehi, V.
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h-index: 0
机构:
Anna Univ, Madras Inst Technol, Dept Informat Technol, Chennai 600025, Tamil Nadu, IndiaAnna Univ, Madras Inst Technol, Dept Informat Technol, Chennai 600025, Tamil Nadu, India
Vaidehi, V.
Lakshmi, R.
论文数: 0引用数: 0
h-index: 0
机构:
Anna Univ, Madras Inst Technol, Dept Informat Technol, Chennai 600025, Tamil Nadu, IndiaAnna Univ, Madras Inst Technol, Dept Informat Technol, Chennai 600025, Tamil Nadu, India