A survey on intrusion detection system in ad hoc networks based on machine learning
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Tarih
2021
Dergi Başlığı
Dergi ISSN
Cilt Başlığı
Yayıncı
IEEE
Erişim Hakkı
info:eu-repo/semantics/closedAccess
Özet
This advanced research survey aims to perform
intrusion detection and routing in ad hoc networks in wireless
MANET networks using machine learning techniques. The
MANETs are composed of several ad-hoc nodes that are
randomly or deterministically distributed for communication
and acquisition and to forward the data to the gateway for
enhanced communication securely. MANETs are used in many
applications such as in health care for communication; in
utilities such as industries to monitor equipment and detect any
malfunction during regular production activity. In general,
MANETs take measurements of the desired application and
send this information to a gateway, whereby the user can
interpret the information to achieve the desired purpose. The
main importance of MANETs in intrusion detection is that they
can be trained to detect intrusion and real-time attacks in the
CIC-IDS 2019 dataset. MANETs routing protocols are designed
to establish routes between the source and destination nodes.
What these routing protocols do is that they decompose the
network into more manageable pieces and provide ways of
sharing information among its neighbors first and then
throughout the whole network. The landscape of exciting
libraries and techniques is constantly evolving, and so are the
possibilities and options for experiments. Implementing the
framework in python helps in reducing syntactic complexity,
increases performance compared to implementations in
scripting languages, and provides memory safety.
Açıklama
Anahtar Kelimeler
Intrusion, MANET, Detection, WSN, SDN, Network, Traffic, Monitoring, Machine Learning, ANN
Kaynak
WoS Q Değeri
N/A
Scopus Q Değeri
N/A
Cilt
Sayı
Künye
Abbood, Z. A., Atilla, D. Ç., Aydin, Ç., & Mahmoud, M. S. (2021, December). A Survey on Intrusion Detection System in Ad Hoc Networks Based on Machine Learning. In 2021 International Conference of Modern Trends in Information and Communication Technology Industry (MTICTI) (pp. 1-8). IEEE.
