Author

Pinku Ranjan

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Open access Oct 2026

Predictive modeling of antenna performance using machine learning for IoT applications

The Internet of Things (IoT) is driving the demand for compact, energy-efficient antennas capable of supporting massive, low-power wireless connectivity. Traditional antenna design workflows, which rely on full-wave electromagnetic (EM) simulations and physical prototyping, are computationally expensive and time-co...

Nitin Panuganti, Pinku Ranjan, Rachit Jain et al. · Scientific Reports · 0 citations

Open access Jun 2026

Adaptive burst routing in optical burst switching networks via graph-derived structural features and reinforcement learning.

The findings show that OBS-GraphSyn-2025 offers a scalable, interpretable, and reproducible complexity-aware metric for evaluating routing-state in OBS-inspired networks while abstracting from the constraints of the optical-layer.

Gayatri Tiwari, R. Chauhan, Rachit Jain et al. · Scientific Reports · 0 citations