An Efficient Spotted Hyena Optimization Based Network Log Intrusions in Massive Server Infrastructure
Yugoslav journal of operations research, Tome 35 (2025) no. 4, p. 875
Voir la notice de l'article provenant de la source eLibrary of Mathematical Institute of the Serbian Academy of Sciences and Arts
With advancement of information technology, intrusion is becoming more common in the internet era. The increased use of cloud services have also resulted in assaults on servers. In order to enhance network performance, this research offers a novel IDS (Intrusion Detection System) that can quickly identify large-scale server assaults in wireless networks. This work uses SHO (Spotted Hyena Optimisation) that mimics spotted hyena’s hunting behaviours. SHO, a swarm based meta-heuristics a method uses masses in solving issues and identifies important elements in server assaults. This optimisation algorithm improves detection and accuracy and is also used to detect web log hacking attacks and fake web pages. It outperforms other existing methods like SSO (Slap Swarm Optimisation), GWO (Grey Wolf Optimisation), and PSO (Particle Swarm Optimisation) algorithms in some applications. The goal of the experiment was to examine the suggested strategy using a common dataset. The suggested study appears to have produced notable outcomes for of F1 score, detection accuracy, and FAR (false alarm rate).
Keywords:
Intrusion Detection System, Spotted Hyena Optimizer, Artificial intelligence, Problem solving and search
Rajalingam R; Kavitha K. An Efficient Spotted Hyena Optimization Based Network Log Intrusions in Massive Server Infrastructure. Yugoslav journal of operations research, Tome 35 (2025) no. 4, p. 875 . http://geodesic.mathdoc.fr/item/YJOR_2025_35_4_a6/
@article{YJOR_2025_35_4_a6,
author = {Rajalingam R and Kavitha K},
title = {An {Efficient} {Spotted} {Hyena} {Optimization} {Based} {Network} {Log} {Intrusions} in {Massive} {Server} {Infrastructure}},
journal = {Yugoslav journal of operations research},
pages = {875 },
year = {2025},
volume = {35},
number = {4},
language = {en},
url = {http://geodesic.mathdoc.fr/item/YJOR_2025_35_4_a6/}
}
TY - JOUR AU - Rajalingam R AU - Kavitha K TI - An Efficient Spotted Hyena Optimization Based Network Log Intrusions in Massive Server Infrastructure JO - Yugoslav journal of operations research PY - 2025 SP - 875 VL - 35 IS - 4 UR - http://geodesic.mathdoc.fr/item/YJOR_2025_35_4_a6/ LA - en ID - YJOR_2025_35_4_a6 ER -
%0 Journal Article %A Rajalingam R %A Kavitha K %T An Efficient Spotted Hyena Optimization Based Network Log Intrusions in Massive Server Infrastructure %J Yugoslav journal of operations research %D 2025 %P 875 %V 35 %N 4 %U http://geodesic.mathdoc.fr/item/YJOR_2025_35_4_a6/ %G en %F YJOR_2025_35_4_a6