1 citations · 1 across the 2 of their papers we have counts for
6 papers
EH-FedSAG: Variance-Reduced Federated Learning with Energy-Aware Participation in Energy-Harvesting IoT
Shahab Jahanbazi, Mateen Ashraf, Richard Demo Souza +1
Federated learning (FL) in energy-harvesting (EH) networks is challenged by intermittent and stochastic energy arrivals that lead to unstable device participation across training r…
MDP-based Energy-aware Task Scheduling for Battery-less IoT
Shahab Jahanbazi, Mateen Ashraf, Onel L. A. López
Battery-less Internet of Things (IoT) devices rely on ambient energy harvesting and therefore require scheduling policies that jointly account for energy intermittency and hard tim…
Energy-Aware Multi-Exit TinyML for Smart Zero-Energy Devices
Shahab Jahanbazi, Mateen Ashraf, Lieven De Strycker +2
The proliferation of smart and autonomous systems has motivated a shift toward executing intelligence directly on edge devices. This shift becomes particularly challenging for zero…
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…
Evaluating Task Execution Performance Under Energy Measurement Overhead
Mateen Ashraf, Shahab Jahanbazi, Onel L. A. López
Energy-awareness for adapting task execution behavior can bring several benefits in terms of performance improvement in energy harvesting (EH) Internet of Things (IoT) devices. How…
Foundations for Energy-Aware Zero-Energy Devices: From Energy Sensing to Adaptive Protocols
Onel L. A. López, Mateen Ashraf, Samer Nasser +4
Zero-energy devices (ZEDs) are key enablers of sustainable Internet of Things networks by operating solely on harvested ambient energy. Their limited and dynamic energy budget call…