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Author

Nithya Rekha Sivakumar

2 papers indexed here

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Open access Aug 2026

An explainable hierarchical Fog–Cloud intrusion diagnosis framework for IoT ecosystems under imbalanced traffic conditions

The increasing heterogeneity and scale of Internet of Things (IoT) ecosystems have intensified cybersecurity challenges associated with highly imbalanced traffic distributions, evolving attack patterns, and resource-constrained deployment environments. Conventional cloud-centric intrusion detection systems often intr...

Ashutosh Shankhdhar, A. Sivakumaran, Nithya Rekha Sivakumar et al. · 0 citations
Open access 2026

A Multi-Agent Hybrid Transfer Learning and Monte Carlo Tree Search Framework for Energy Efficient UAV Communication in 6G Aerial Networks

Maintaining communication between Uncrewed Aerial Vehicles (UAVs) and Ground Control Stations (GCS) over an extended set of operational distances is still a major challenge in autonomous aerial systems, even within new 6G-enabled aerial network models. The traditional measures of communication management, such as heuri...

Anantha Babu Shanmugavel, Arjun Kidavunil Paduvilan, E. Mariappan et al. · 0 citations

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