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 …

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 …

Broadband digital over-the-air computation for wireless federated edge learning

L You, X Zhao, R Cao, Y Shao… - IEEE Transactions on …, 2023 - ieeexplore.ieee.org
This article presents the first orthogonal frequency-division multiplexing (OFDM)-based
digital over-the-air computation (AirComp) system for wireless federated edge learning …

Blind asynchronous over-the-air federated edge learning

S Razavikia, JA Peris, JMB Da Silva… - 2022 IEEE Globecom …, 2022 - ieeexplore.ieee.org
Federated Edge Learning (FEEL) is a distributed machine learning technique where each
device contributes to training a global inference model by independently performing local …

SumComp: Coding for digital over-the-air computation via the ring of integers

S Razavikia, JMBDS Júnior… - IEEE Transactions on …, 2024 - ieeexplore.ieee.org
Communication and computation are traditionally treated as separate entities, allowing for
individual optimizations. However, many applications focus on local information's …

Blind federated learning via over-the-air q-QAM

S Razavikia, JMBDS Júnior… - IEEE Transactions on …, 2024 - ieeexplore.ieee.org
In this work, we investigate federated edge learning over a fading multiple access channel.
To alleviate the communication burden between the edge devices and the access point, we …

Quick and reliable physical-layer data aggregation in lora through multi-packet reception

Z Tang, L You, H Dai, L Fu - 2022 19th Annual IEEE …, 2022 - ieeexplore.ieee.org
This paper presents a Long Range (LoRa) physical-layer data aggregation system
(LoRaPDA) that aggregates data (eg, sum, average) directly in the physical layer. In …

Quick and reliable lora physical-layer data aggregation through multi-packet reception

L You, Z Tang, P Wang, Z Wang, H Dai, L Fu - arXiv preprint arXiv …, 2022 - arxiv.org
This paper presents a Long Range (LoRa) physical-layer data aggregation system
(LoRaPDA) that aggregates data (eg, sum, average, min, max) directly in the physical layer …