Detecting Attacks to Computer Networks Using a Multi-Layer Perceptron Artificial Neural Network

  • Unique Paper ID: 149535
  • Volume: 6
  • Issue: 12
  • PageNo: 673-676
  • Abstract:
  • In this paper, we present concepts in artificial neural networks (ANN) to help detect intrusion attacks against network computers, and introduce and compare a multi-layer perceptron ANN (MLPANN) with Snort, an open-source tool for intrusion detection systems (IDS). To conduct these comparison experiments, we inserted malicious traffic into the MLPANN to train our ANN, with results indicating that our ANN detected 99% of these input attacks.

Copyright & License

Copyright © 2025 Authors retain the copyright of this article. This article is an open access article distributed under the Creative Commons Attribution License which permits unrestricted use, distribution, and reproduction in any medium, provided the original work is properly cited.

BibTeX

@article{149535,
        author = {P.BALAMUTHUKUMAR},
        title = {Detecting Attacks to Computer Networks Using a Multi-Layer Perceptron Artificial Neural Network},
        journal = {International Journal of Innovative Research in Technology},
        year = {},
        volume = {6},
        number = {12},
        pages = {673-676},
        issn = {2349-6002},
        url = {https://ijirt.org/article?manuscript=149535},
        abstract = {In this paper, we present concepts in artificial neural networks (ANN) to help detect intrusion attacks against network computers, and introduce and compare a multi-layer perceptron ANN (MLPANN) with Snort, an open-source tool for intrusion detection systems (IDS). To conduct these comparison experiments, we inserted malicious traffic into the MLPANN to train our ANN, with results indicating that our ANN detected 99% of these input attacks.

},
        keywords = {Networking, TCP/IP, Neural Networking, Multilayer Perceptron, Intrusion Detection Systems},
        month = {},
        }

Cite This Article

  • ISSN: 2349-6002
  • Volume: 6
  • Issue: 12
  • PageNo: 673-676

Detecting Attacks to Computer Networks Using a Multi-Layer Perceptron Artificial Neural Network

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