Chirp-based over-the-air computation for long-range federated edge learning

SSM Hoque, MH Adeli, A Şahin - 2022 IEEE 33rd Annual …, 2022 - ieeexplore.ieee.org
In this study, we propose circularly-shifted chirp (CSC)-based majority vote (MV)(CSC-MV),
a power-efficient over-the-air computation (OAC) scheme, to achieve long-range federated …

Chirp-based over-the-air computation for power-efficient distributed localization

SSM Hoque, A Şahin - 2023 IEEE International Black Sea …, 2023 - ieeexplore.ieee.org
In this study, we propose an over-the-air computation (OAC) approach for power-efficient
localization in a sensor network. The proposed approach relies on a voting-based …

Federated Learning and Meta Learning: Approaches, Applications, and Directions

X Liu, Y Deng, A Nallanathan… - … Surveys & Tutorials, 2023 - ieeexplore.ieee.org
Over the past few years, significant advancements have been made in the field of machine
learning (ML) to address resource management, interference management, autonomy, and …

Over-the-Air Computation in OFDM Systems with Imperfect Channel State Information

Y Chen, H Xing, J Xu, L Xu, S Cui - IEEE Transactions on …, 2023 - ieeexplore.ieee.org
This paper studies the over-the-air computation (AirComp) in an orthogonal frequency
division multiplexing (OFDM) system with imperfect channel state information (CSI), in which …

Blind Federated Learning via Over-the-Air q-QAM

S Razavikia, JMBDS Júnior, C Fischione - arXiv preprint arXiv:2311.04253, 2023 - arxiv.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 …

Frequency Modulation Aggregation for Federated Learning

M Martinez-Gost, A Pérez-Neira… - … 2023-2023 IEEE …, 2023 - ieeexplore.ieee.org
Federated edge learning (FEEL) is a framework for training models in a distributed fashion
using edge devices and a server that coordinates the learning process. In FEEL, edge …

[HTML][HTML] ChannelComp: A general framework for computing by digital communication

S Razavikia - 2023 - diva-portal.org
The imminent Internet of Things, fueled by 6G networks and machine learning technologies,
is set to shift wireless communication to machine-centric paradigms, revolutionizing sectors …

Circularly-shifted Chirps For Triple Functionality: Communications, Radar, And Computation

SSM Hoque - 2023 - scholarcommons.sc.edu
This dissertation presents circularly-shifted chirps (CSCs), synthesized within orthogonal
frequency domain multiplexing (OFDM) framework, as a novel solution for integrating radar …

Methods and procedures for synchronization and over-the-air computation

A Sahin - US Patent App. 18/446,680, 2024 - Google Patents
A general-purpose synchronization method allows a set of software-defined radios (SDRs)
to transmit or receive any in-phase/quadrature (IQ) data with precise timings while …

Methods for long-range federated edge learning with chirp-based over-the-air computation

SSM Hoque, A Sahin - US Patent App. 18/083,697, 2023 - Google Patents
The disclosure deals with a system and method for circularly-shifted chirp (CSC)-based
majority vote (MV)(CSC-MV), a low-peak-to-mean envelope power ratio (PMEPR) over-the …