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Arikrishnaperumal Ramaswamy Aravind

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#graph neural networks Open access Oct 2026

TrajGNN-RL: Adaptive Mobile Sink Intelligence for Lifetime-Aware Wireless Sensor Networks

Mobile wireless sensor networks require adaptive routing and sink mobility strategies to reduce energy imbalance, congestion, and communication delay. In this study, we propose a new method called TrajGNN-RL that combines the topology learning method based on a graph neural network with the deep reinforcement learning...

Arikrishnaperumal Ramaswamy Aravind, Mohamad Yusoff Alias, A. Deepak · Sensors · 0 citations