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S. P. Kumar

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#graph neural networks Open access Sep 2026

Fault tolerant cluster-based routing in wireless sensor network using novel intelligent deep learning methodology

Wireless Sensor Networks (WSNs) are highly susceptible to cluster head (CH) failures due to limited node energy and unstable communication links, resulting in data loss and reduced network reliability. This work presents a fault-tolerant cluster-based routing model that integrates an Improved Graph Neural Network (IGNN...

S. P. Kumar, S. Asklany, E. Alabdulkreem et al. · 0 citations

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