RTCoInfer: Real-Time Collaborative CNN Inference for Stream Analytics on Ubiquitous Images
Sign Up to like & getrecommendations! Published in 2023 at "IEEE Journal on Selected Areas in Communications"
DOI: 10.1109/jsac.2023.3242730
Abstract: Emerging intelligent applications based on accurate and timely stream analytics require real-time CNN inference of massive data continuously generated at the pervasive end devices. Due to the resource constraints, neither computing locally at end devices… read more here.
Keywords: time; cnn; real time; stream analytics ... See more keywords
A Multi-Stage Automated Online Network Data Stream Analytics Framework for IIoT Systems
Sign Up to like & getrecommendations! Published in 2022 at "IEEE Transactions on Industrial Informatics"
DOI: 10.1109/tii.2022.3212003
Abstract: Industry 5.0 aims at maximizing the collaboration between humans and machines. Machines are capable of automating repetitive jobs, while humans handle creative tasks. As a critical component of Industrial Internet of Things (IIoT) systems for… read more here.
Keywords: network; iiot systems; stream analytics; analytics framework ... See more keywords
Timestamped State Sharing for Stream Analytics
Sign Up to like & getrecommendations! Published in 2021 at "IEEE Transactions on Parallel and Distributed Systems"
DOI: 10.1109/tpds.2021.3073253
Abstract: State access in existing distributed stream processing systems is restricted locally within each operator. However, in advanced stream analytics such as online learning and dynamic graph analytics, enabling state sharing across different operators makes application… read more here.
Keywords: state sharing; timestamped state; stream processing; stream ... See more keywords