Articles with "dnn splitting" as a keyword



Early Exiting-Aware Joint Resource Allocation and DNN Splitting for Multisensor Digital Twin in Edge–Cloud Collaborative System

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Published in 2024 at "IEEE Internet of Things Journal"

DOI: 10.1109/jiot.2024.3439852

Abstract: In this article, we address an edge computing resource allocation and deep neural network (DNN) splitting problem in an edge–cloud collaborative system to minimize the task execution time of a multisensor digital twin (DT), where… read more here.

Keywords: problem; edge; dnn; resource allocation ... See more keywords

Security-Oriented UAV Deployment, DNN Splitting, and Resource Allocation for Collaborative Inference

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Published in 2025 at "IEEE Wireless Communications Letters"

DOI: 10.1109/lwc.2025.3628854

Abstract: Unmanned aerial vehicles (UAVs) as edge servers hold the potential to provide intelligent inference services using deep neural networks (DNNs). This letter focuses on a UAV-assisted end-edge collaborative inference system, where a DNN is split… read more here.

Keywords: resource allocation; inference; dnn splitting; uav deployment ... See more keywords