Author

Prabu Kaliyaperumal

3 papers indexed here

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Open access Sep 2026

CA-AFiD: A Context-Aware Adaptive Federated Intrusion Diagnosis for Heterogeneous IoT–Fog–Cloud Environments

The increasing heterogeneity of Internet of Things (IoT) environments makes intrusion diagnosis challenging because device behaviours, traffic patterns, and attack distributions can vary across deployment conditions, while data-locality requirements limit centralized access to network data. This study proposes CA-AFiD...

Ashutosh Shankhdhar, Vanitha Murugesan, Thenmozhi Elumalai et al. · Future Internet · 0 citations

Open access Oct 2026

Similarity-driven intrusion detection for cloud-centric internet of things networks

Cloud-centric internet of things (IoT) environments continuously generates heterogeneous network traffic, making intrusion detection increasingly challenging as attack behaviors evolve beyond previously observed patterns. Conventional intrusion detection systems (IDS) rely primarily on supervised classification, limiti...

Jawahar Muthusamy, Palani Latha, R. Ponnumani et al. · Bulletin of Electrical Engin... · 0 citations

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. · Scientific Reports · 0 citations