A survey on over-the-air computation
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 …
effective from the perspective of engineering as isolated optimizations can be performed …
Machine learning for large-scale optimization in 6g wireless networks
The sixth generation (6G) wireless systems are envisioned to enable the paradigm shift from
“connected things” to “connected intelligence”, featured by ultra high density, large-scale …
“connected things” to “connected intelligence”, featured by ultra high density, large-scale …
[HTML][HTML] Over-the-air federated learning: Status quo, open challenges, and future directions
The development of applications based on artificial intelligence and implemented over
wireless networks is increasingly rapidly and is expected to grow dramatically in the future …
wireless networks is increasingly rapidly and is expected to grow dramatically in the future …
Performance-oriented design for intelligent reflecting surface assisted federated learning
To efficiently exploit the massive amounts of raw data that are increasingly being generated
in mobile edge networks, federated learning (FL) has emerged as a promising distributed …
in mobile edge networks, federated learning (FL) has emerged as a promising distributed …
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 …
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 …
values by analog amplitude modulation so that a function of these values is computed over …
Fluid antenna array enhanced over-the-air computation
Over-the-air computation (AirComp) has emerged as a promising technology for fast
wireless data aggregation by harnessing the superposition property of wireless multiple …
wireless data aggregation by harnessing the superposition property of wireless multiple …
Intelligent reflecting surface assisted multi-cluster AirComp via dynamic beamforming
This letter studies an multi-cluster over-the-air computation (AirComp) system, where an
intelligent reflecting surface (IRS) assists the signal transmission from devices to an access …
intelligent reflecting surface (IRS) assists the signal transmission from devices to an access …
Over-the-Air Federated Learning and Optimization
Federated learning (FL), as an emerging distributed machine learning paradigm, allows a
mass of edge devices to collaboratively train a global model while preserving privacy. In this …
mass of edge devices to collaboratively train a global model while preserving privacy. In this …
MIMO over-the-air computation for distributed estimation
P Park, H Shin, P Di Marco - Applied Sciences, 2023 - mdpi.com
MIMO over-the-air computation (MIMO-AirComp) is a recently proposed technique that
leverages the superposition property of the multiple access channel to compute the target …
leverages the superposition property of the multiple access channel to compute the target …