Skip to main navigation Skip to search Skip to main content

Intrusion detection in ad hoc network using machine learning technique

  • Mahendra Prasad*
  • , Sachin Tripathi
  • , Keshav Dahal
  • *Corresponding author for this work

    Research output: Chapter in Book/Report/Conference proceedingChapter

    43 Downloads (Pure)

    Abstract

    Ad hoc network is a temporary self-organizing and infrastructure less network. So, it is mostly applied in the military field and disaster relief. Due to wireless communication and self-organizing property ad hoc network is more vulnerable to several intrusions or attacks than the traditional system. Blackhole attack is an important routing disruption attack that malicious node advertises itself as part of a path to the destination. In this paper, we have simulated blackhole attack in ad hoc network environment and collected data of essential features for attack behaviors classification. Then, many machine learning techniques have applied for classification of benign and malicious packet information. It suggests a new approach for select features, essential information collection, and intrusion detection in ad hoc network using machine learning techniques. We have shown comparative results of different machine learning techniques. Our results indicate that this approach can use with different classifiers and can extend it with other intrusions.
    Original languageEnglish
    Title of host publicationBig Data, Machine Learning, and Applications. BigDML 2019
    EditorsR. Patgiri, S. Bandyopadhyay, M.D. Borah, D.M. Thounaojam
    Place of PublicationSwitzerland
    PublisherSpringer Nature
    Pages60-71
    Number of pages12
    ISBN (Electronic)9783030626259
    ISBN (Print)9783030626242
    DOIs
    Publication statusPublished - 28 Nov 2020

    Publication series

    NameCommunications in Computer and Information Science
    PublisherSpringer Nature
    Volume1317
    ISSN (Print)1865-0929

    Keywords

    • intrusion detection
    • blackhole attack
    • ad hoc network
    • machine learning

    Fingerprint

    Dive into the research topics of 'Intrusion detection in ad hoc network using machine learning technique'. Together they form a unique fingerprint.

    Cite this