A unified algorithmic framework for distributed adaptive signal and feature fusion problems—part I: Algorithm derivation

CA Musluoglu, A Bertrand - IEEE Transactions on Signal …, 2023 - ieeexplore.ieee.org
In this article, we describe a general algorithmic framework for solving linear signal or
feature fusion optimization problems in a distributed setting, for example in a wireless sensor …

A Distributed Adaptive Algorithm for Non-Smooth Spatial Filtering Problems in Wireless Sensor Networks

C Hovine, A Bertrand - arXiv preprint arXiv:2403.08658, 2024 - arxiv.org
A wireless sensor network often relies on a fusion center to process the data collected by
each of its sensing nodes. Such an approach relies on the continuous transmission of raw …

Decentralized Singular Value Decomposition for Extremely Large-scale Antenna Array Systems

Y Fan, M Pesavento - arXiv preprint arXiv:2408.14292, 2024 - arxiv.org
In this article, the problems of decentralized Singular Value Decomposition (d-SVD) and
decentralized Principal Component Analysis (d-PCA) are studied, which are fundamental in …

A distributed adaptive algorithm for non-smooth spatial filtering problems

C Hovine, A Bertrand - ICASSP 2023-2023 IEEE International …, 2023 - ieeexplore.ieee.org
Computing the optimal solution to a spatial filtering problems in a Wireless Sensor Network
can incur large bandwidth and computational requirements if an approach relying on data …

Distributed Adaptive Spatial Filtering with Inexact Local Solvers

C Hovine, A Bertrand - arXiv preprint arXiv:2405.03277, 2024 - arxiv.org
The Distributed Adaptive Signal Fusion (DASF) framework is a meta-algorithm for computing
data-driven spatial filters in a distributed sensing platform with limited bandwidth and …

A Computationally Efficient Algorithm for Distributed Adaptive Signal Fusion Based on Fractional Programs

CA Musluoglu, A Bertrand - ICASSP 2023-2023 IEEE …, 2023 - ieeexplore.ieee.org
Spatial filtering procedures aim to optimally fuse the different signals collected in a sensor
array, by exploiting their inter-channel correlations. If the sensors are physically distributed …

Distributed Adaptive Signal Fusion for Fractional Programs

CA Musluoglu, A Bertrand - arXiv preprint arXiv:2309.06278, 2023 - arxiv.org
The distributed adaptive signal fusion (DASF) framework allows to solve spatial filtering
optimization problems in a distributed and adaptive fashion over a bandwidth-constrained …

Distributed Blind Source Separation based on FastICA

CA Musluoglu, A Bertrand - arXiv preprint arXiv:2410.19112, 2024 - arxiv.org
With the emergence of wireless sensor networks (WSNs), many traditional signal processing
tasks are required to be computed in a distributed fashion, without transmissions of the raw …

A Distributed Adaptive Algorithm for Node-Specific Signal Fusion Problems in Wireless Sensor Networks

CA Musluoglu, A Bertrand - 2023 31st European Signal …, 2023 - ieeexplore.ieee.org
The distributed adaptive signal fusion (DASF) framework has been proposed as a generic
method to solve spatial filtering and signal fusion problems in a distributed fashion over a …