From the 1 of 4 linked papers with an AI index.
4 papers
Goal-Oriented Sensor Reporting Scheduling for Non-linear Dynamic System Monitoring
Prasoon Raghuwanshi, Onel Luis Alcaraz López, I-Hong Hou +2
The paper proposes a goal‑oriented scheduling framework for IoT sensors monitoring a non‑linear dynamic system, using deep reinforcement learning and LSTM‑based query prediction to…
TinyML for On-Device and Edge Analytics in Wireless Networks: A Survey of Deployments, Opportunities, and Concept-Drift Mitigation
Prasoon Raghuwanshi, Vimal Bhatia, Sridhar Iyer +2
Ubiquitous intelligence is essential for enabling real-time, adaptive, autonomous, and scalable operations in the next generation of wireless networks. However, this poses signific…
Context-awareness for Dependable Low-Power IoT
David E. Ruiz-Guirola, Prasoon Raghuwanshi, Gabriel M. de Jesus +2
Dependability is the ability to consistently deliver trusted and uninterrupted service in the face of operational uncertainties. Ensuring dependable operation in large-scale, energ…
Neural Network-Based Bandit: A Medium Access Control for the IIoT Alarm Scenario
Prasoon Raghuwanshi, Onel Luis Alcaraz López, Neelesh B. Mehta +2
Efficient Random Access (RA) is critical for enabling reliable communication in Industrial Internet of Things (IIoT) networks. Herein, we propose a deep reinforcement learning base…