A survey on over-the-air computation

A Şahin, R Yang - IEEE Communications Surveys & Tutorials, 2023 - ieeexplore.ieee.org
Communication and computation are often viewed as separate tasks. This approach is very
effective from the perspective of engineering as isolated optimizations can be performed …

Over-the-Air Computation for 6G: Foundations, Technologies, and Applications

Z Wang, Y Zhao, Y Zhou, Y Shi, C Jiang… - IEEE Internet of …, 2024 - ieeexplore.ieee.org
The rapid advancement of artificial intelligence technologies has given rise to diversified
intelligent services, which place unprecedented demands on massive connectivity and …

Gradient and channel aware dynamic scheduling for over-the-air computation in federated edge learning systems

J Du, B Jiang, C Jiang, Y Shi… - IEEE Journal on Selected …, 2023 - ieeexplore.ieee.org
To satisfy the expected plethora of computation-heavy applications, federated edge learning
(FEEL) is a new paradigm featuring distributed learning to carry the capacities of low-latency …

Wireless for machine learning: A survey

H Hellström, JMB da Silva Jr, MM Amiri… - … and Trends® in …, 2022 - nowpublishers.com
As data generation increasingly takes place on devices without a wired connection, Machine
Learning (ML) related traffic will be ubiquitous in wireless networks. Many studies have …

Hybrid beamforming for massive MIMO over-the-air computation

X Zhai, X Chen, J Xu, DWK Ng - IEEE Transactions on …, 2021 - ieeexplore.ieee.org
Over-the-air computation (AirComp) has been recognized as a promising technique in
Internet-of-Things (IoT) networks for fast data aggregation from a large number of wireless …

Simultaneously transmitting and reflecting (STAR) RIS assisted over-the-air computation systems

X Zhai, G Han, Y Cai, Y Liu… - IEEE Transactions on …, 2023 - ieeexplore.ieee.org
The performance of over-the-air computation (AirComp) systems degrades due to the hostile
channel conditions of wireless devices (WDs), which can be significantly improved by the …

Distributed learning over a wireless network with non-coherent majority vote computation

A Şahin - IEEE Transactions on Wireless Communications, 2023 - ieeexplore.ieee.org
In this study, we propose an over-the-air computation (OAC) scheme to calculate the
majority vote (MV) for federated edge learning (FEEL). With the proposed approach, edge …

Over-the-air computation based on balanced number systems for federated edge learning

A Şahin - IEEE Transactions on Wireless Communications, 2023 - ieeexplore.ieee.org
In this study, we propose a digital over-the-air computation (OAC) scheme for achieving
continuous-valued (analog) aggregation for federated edge learning (FEEL). We show that …

Beamforming design based on two-stage stochastic optimization for RIS-assisted over-the-air computation systems

X Zhai, G Han, Y Cai, L Hanzo - IEEE Internet of Things Journal, 2021 - ieeexplore.ieee.org
Over-the-air computation (AirComp) has been recognized as a promising technique of
enabling the fusion center (FC) to aggregate the data gleaned from massive distributed …

Over-the-air computing with imperfect CSI: Design and performance optimization

NG Evgenidis, VK Papanikolaou… - IEEE Transactions …, 2023 - ieeexplore.ieee.org
Over-the-air computing (AirComp) has recently attracted considerable attention as an
efficient method of data fusion by integrating uncoded communication transmissions with …