• SUPREET KAUR

      Articles written in Sadhana

    • Secure communication using q-non-dominated sorting genetic algorithm

      JASLEEN KAUR SUPREET KAUR

      More Details Abstract Fulltext PDF

      With the growth in ad hoc devices, mobile ad hoc networks (MANETs) are extensively employed to realize different kinds of real-time applications. However, ad hoc devices suffer from numerous kinds of security attacks such as blackhole, grayhole, wormhole, etc. Therefore, an efficient trust management protocol is preferable. In this paper, a novel gradient boost classifier is proposed. Additionally, the hyper-parameters of gradient boost classifier are tuned using q-non-dominated sorting genetic algorithm-III (qNSGA-III). Optimized link state routing (OLSR) protocol is employed for experimental analysis. A multi-class dataset is collected by implementing the blackhole, grayhole, and wormhole attacks on the OLSR. Comparative analysis reveals that the proposed qNSGA-III-based gradient boost classifier outperforms the competitive attack classificationmodels.

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