Efficient Federated Learning Algorithm for Resource Allocation in Wireless IoT Networks
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DOI: 10.1109/jiot.2020.3022534
Abstract: Federated learning (FL) allows multiple edge computing nodes to jointly build a shared learning model without having to transfer their raw data to a centralized server, thus reducing communication overhead. However, FL still faces a… read more here.
Keywords: wireless iot; federated learning; convergence; proposed algorithm ... See more keywords
A GNN based Supervised Learning Framework for Resource Allocation in Wireless IoT Networks
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DOI: 10.1109/jiot.2021.3091551
Abstract: The Internet of Things (IoT) allows physical devices to be connected over the wireless networks. Although device-to-device (D2D) communication has emerged as a promising technology for IoT, the conventional solutions for D2D resource allocation are… read more here.
Keywords: wireless iot; iot; resource allocation; framework ... See more keywords
Decentralized Adaptive Spectrum Learning in Wireless IoT Networks Based on Channel Quality Information
Sign Up to like & getrecommendations! Published in 2022 at "IEEE Internet of Things Journal"
DOI: 10.1109/jiot.2022.3167016
Abstract: In the Internet of Things (IoT) context such as low power wide area network (LPWAN), it is essential to reduce the packet losses, e.g., to save energy. Decentralized artificial intelligence (AI) techniques have been proposed… read more here.
Keywords: wireless iot; learning wireless; decentralized adaptive; spectrum learning ... See more keywords
Prioritized Clock Synchronization for Event Critical Applications in Wireless IoT Networks
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DOI: 10.1109/jsen.2019.2912938
Abstract: With the proliferation of the Internet of Thing (IoT) technologies in vertical industry applications, provisioning of accurate synchronization and low latency communication has become critical for dense wireless IoT networks to support distributed sensing and… read more here.
Keywords: wireless iot; access; synchronization; iot ... See more keywords
Inference Over Wireless IoT Links With Importance-Filtered Updates
Sign Up to like & getrecommendations! Published in 2021 at "IEEE Transactions on Cognitive Communications and Networking"
DOI: 10.1109/tccn.2021.3104287
Abstract: We consider a communication cell comprised of Internet-of-Things (IoT) nodes transmitting to a common Access Point (AP). The nodes in the cell are assumed to generate data samples periodically, which are to be transmitted to… read more here.
Keywords: iot; importance; iot nodes; wireless iot ... See more keywords