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Secure communication using θ-non-dominated sorting genetic algorithm.
- Source :
- Sādhanā: Academy Proceedings in Engineering Sciences; 2021, Vol. 46 Issue 1, p1-8, 8p
- Publication Year :
- 2021
-
Abstract
- 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 θ -non-dominated sorting genetic algorithm-III (θ NSGA-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 θ NSGA-III-based gradient boost classifier outperforms the competitive attack classification models. [ABSTRACT FROM AUTHOR]
- Subjects :
- GENETIC algorithms
AD hoc computer networks
COMPARATIVE studies
DOMINATING set
Subjects
Details
- Language :
- English
- ISSN :
- 02562499
- Volume :
- 46
- Issue :
- 1
- Database :
- Complementary Index
- Journal :
- Sādhanā: Academy Proceedings in Engineering Sciences
- Publication Type :
- Academic Journal
- Accession number :
- 149371345
- Full Text :
- https://doi.org/10.1007/s12046-021-01573-9