4 papers
BlazeAIoT: A Modular Multi-Layer Platform for Real-Time Distributed Robotics Across Edge, Fog, and Cloud Infrastructures
Cedric Melancon, Julien Gascon-Samson, Maarouf Saad +2
The increasing complexity of distributed robotics has driven the need for platforms that seamlessly integrate edge, fog, and cloud computing layers while meeting strict real-time c…
Towards a Distributed Federated Learning Aggregation Placement using Particle Swarm Intelligence
Amir Ali-Pour, Sadra Bekrani, Laya Samizadeh +1
Federated learning has become a promising distributed learning concept with extra insurance on data privacy. Extensive studies on various models of Federated learning have been don…
SDFLMQ: A Semi-Decentralized Federated Learning Framework over MQTT
Amir Ali-Pour, Julien Gascon-Samson
Federated Learning is widely discussed as a distributed machine learning concept with stress on preserving data privacy. Various structures of Federated Learning were proposed. Cen…
TPTO: A Transformer-PPO based Task Offloading Solution for Edge Computing Environments
Niloofar Gholipour, Marcos Dias de Assuncao, Pranav Agarwal +2
Emerging applications in healthcare, autonomous vehicles, and wearable assistance require interactive and low-latency data analysis services. Unfortunately, cloud-centric architect…