Multi-level over-the-air aggregation of mobile edge computing over D2D wireless networks

F Wang, VKN Lau - IEEE Transactions on Wireless …, 2022 - ieeexplore.ieee.org
… Note 340 that such multihop wireless networks are useful in various IoT 341 scenarios …
345 K WDs, we represent this wireless network as a connected 346 and undirected graph G(…

Interference management for over-the-air federated learning in multi-cell wireless networks

Z Wang, Y Zhou, Y Shi… - IEEE Journal on Selected …, 2022 - ieeexplore.ieee.org
… we study multiple FL tasks over multi-cell wireless networks, while taking into account the
inter-… In this paper, we consider over-the-air FL in a multicell wireless network, where each cell …

Over-the-air computation for IoT networks: Computing multiple functions with antenna arrays

L Chen, N Zhao, Y Chen, FR Yu… - IEEE Internet of Things …, 2018 - ieeexplore.ieee.org
… data aggregation for IoT networks [2]. Unlike conventional wireless networks whose main
objective is to provide end-to-end information transmission, IoT networks are more interested …

Over-the-air function computation in sensor networks

O Abari, H Rahul, D Katabi - arXiv preprint arXiv:1612.02307, 2016 - arxiv.org
… In contrast, this paper explores the possibility of computing a desired function over the air.
We devise a solution that enables sensors to transmit coherently over the wireless medium so …

Machine learning at the wireless edge: Distributed stochastic gradient descent over-the-air

MM Amiri, D Gündüz - IEEE Transactions on Signal Processing, 2020 - ieeexplore.ieee.org
… In this section, we present DSGD at the wireless network edge utilizing digital compression
and transmission over the wireless MAC, referred to as the digital DSGD (D-DSGD) algorithm…

Managing massive firmware-over-the-air updates for connected cars in cellular networks

CE Andrade, SD Byers, V Gopalakrishnan… - Proceedings of the 2nd …, 2017 - dl.acm.org
… Firmware Over-The-Air (FOTA) updates for cars at a massive scale over a cellular network. …
the network. We present a scheduling approach for managing large FOTA downloads in a …

Over-the-air computing for wireless data aggregation in massive IoT

G Zhu, J Xu, K Huang, S Cui - IEEE Wireless Communications, 2021 - ieeexplore.ieee.org
… For ease of exposition, the fundamentals of AirComp are described under a single-antenna …
transmitted by synchronized devices are added over the air and arrive at the receiver as a …

Graph neural networks for distributed power allocation in wireless networks: Aggregation over-the-air

Y Gu, C She, Z Quan, C Qiu, X Xu - … Transactions on Wireless …, 2023 - ieeexplore.ieee.org
… not exploit the network topology. When the topology of a wireless network becomes different,
… 2) FNN is not scalable to the number of nodes in a wireless network. When the number of …

AirNet: Neural network transmission over the air

M Jankowski, D Gündüz… - … Transactions on Wireless …, 2024 - ieeexplore.ieee.org
… sixth generation (6G) of mobile wireless networks is to enable seamless and … of mobile
networks [6]. Our goal in this paper is to develop efficient DNN delivery techniques to the network

Over-the-air computation systems: Optimization, analysis and scaling laws

W Liu, X Zang, Y Li, B Vucetic - IEEE Transactions on Wireless …, 2020 - ieeexplore.ieee.org
… , over-the-air computation (AirComp), enables an effective joint data collection and
computation from concurrent sensor transmissions. In this paper, we focus on a single-antenna …