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 …

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 over balanced numerals

A Şahin, R Yang - 2022 IEEE Globecom Workshops (GC …, 2022 - ieeexplore.ieee.org
In this study, a digital over-the-air computation (OAC) scheme for achieving continuous-
valued gradient aggregation is proposed. It is shown that the average of a set of real-valued …

ChannelComp: A general method for computation by communications

S Razavikia, JMB Da Silva… - IEEE Transactions on …, 2023 - ieeexplore.ieee.org
Over-the-air computation (AirComp) is a well-known technique by which several wireless
devices transmit by analog amplitude modulation to achieve a sum of their transmit signals …

Computing functions over-the-air using digital modulations

S Razavikia, JMB da Silva… - ICC 2023-IEEE …, 2023 - ieeexplore.ieee.org
Over-the-air computation (AirComp) is a known technique in which wireless devices transmit
values by analog amplitude modulation so that a function of these values is computed over …

Multi-cell non-coherent over-the-air computation for federated edge learning

MH Adeli, A Şahin - ICC 2022-IEEE International Conference …, 2022 - ieeexplore.ieee.org
In this paper, we propose a framework where over-the-air computation (OAC) occurs in both
uplink (UL) and downlink (DL), sequentially, in a multi-cell environment to address the …

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 …

Chirp-based majority vote computation for federated edge learning and distributed localization

SSM Hoque, A Şahin - IEEE Open Journal of the …, 2023 - ieeexplore.ieee.org
In this study, we propose an over-the-air computation (OAC) scheme based on chirps to
detect the majority votes (MVs) in a wireless network for federated edge learning (FEEL) and …

A demonstration of over-the-air computation for federated edge learning

A Şahin - 2022 IEEE Globecom Workshops (GC Wkshps), 2022 - ieeexplore.ieee.org
In this study, we propose a general-purpose synchronization method that allows a set of
software-defined radios (SDRs) to transmit or receive any in-phase/quadrature data with …