IEEE Wireless Communications · 2023 · 166 citations · 14 references
ComputingCommunicationInformation TechnologyDigital CommunicationEdge ComputingMobile ComputingEdge ArchitectureEdge Artificial IntelligenceEdge NetworkingEdge Resource ManagementMobile Edge ComputingMulti-access Edge Computing6G Mobile Networks6G NetworksCompressionData-centric ArchitectureEdge CommunicationEdge InferenceInformation CompressionNetwork Orchestration
Driven by the interplay among artificial intelligence, digital twin, and wireless networks, 6G is envisaged to go beyond data-centric services to provide intelligent and immersive experiences. To efficiently support intelligent tasks with customized service requirements, it becomes critical to develop novel information compression and transmission technologies, which typically involve coupled sensing, communication, and computation processes. To this end, task-oriented communication stands out as a disruptive technology for 6G system design by exploiting the task-specific information structures and folding the communication goals into the design of task-level transmission strategies. In this article, by developing task-oriented information extraction and network resource orchestration strategies, we demonstrate the effectiveness of task-oriented communication principles for typical intelligent tasks, including federated learning, edge inference, and semantic communication.
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Edge Intelligence: Paving the Last Mile of Artificial Intelligence With Edge Computing
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Federated Learning via Over-the-Air Computation
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Wei Xu, Zhaohui Yang, Derrick Wing Kwan Ng et al. · IEEE Journal of Selected Topics in Signal Processing · 2023 · 589 citations