1 citations · 1 across the 4 of their papers we have counts for
4 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…
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…
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…
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…