On Weighted K-Means User Clustering for Flying Ad Hoc Networks in Disaster Scenarios

Flying ad hoc networks (FANETs) based on unmanned aerial vehicles (UAVs) can efficiently accomplish connectivity in post-disaster recovery scenarios. In this paper, a non-orthogonal multiple access based FANET is considered comprising of cooperative UAVs. The UAVs act as decode-and-forward relays serving a cluster of user equipments (UEs) in their coverage area. The partitioning of UEs around their nearest UAV is performed using a weighted K-means clustering approach. In particular, the induced weighting accounts for the feature that UAVs in different regions of a disaster scenario may operate with different transmit powers. The outage probability of the considered FANET in the presence of Nakagami-m fading is assessed.

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Publication Details

Published
2025-07-20
DOI
https://doi.org/10.1109/antem64578.2025.11114329
Primary Topic
Mobile Ad Hoc Networks
Type
article
Field-Weighted Citation Impact
0.00

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article

On Weighted K-Means User Clustering for Flying Ad Hoc Networks in Disaster Scenarios

Thi My Chinh Chu, Hans‐Jürgen Zepernick, Alexander Westerhagen
Mobile Ad Hoc Networks
article

On Weighted K-Means User Clustering for Flying Ad Hoc Networks in Disaster Scenarios

Thi My Chinh Chu, Hans‐Jürgen Zepernick, Alexander Westerhagen
article en

Abstract

Flying ad hoc networks (FANETs) based on unmanned aerial vehicles (UAVs) can efficiently accomplish connectivity in post-disaster recovery scenarios. In this paper, a non-orthogonal multiple access based FANET is considered comprising of cooperative UAVs. The UAVs act as decode-and-forward relays serving a cluster of user equipments (UEs) in their coverage area. The partitioning of UEs around their nearest UAV is performed using a weighted K-means clustering approach. In particular, the induced weighting accounts for the feature that UAVs in different regions of a disaster scenario may operate with different transmit powers. The outage probability of the considered FANET in the presence of Nakagami-m fading is assessed.

Saab (Switzerland) (CH), Saab (Sweden) (SE), Blekinge Institute of Technology (SE)
Office of Naval Research
Climate action
Openalex Percentile: Top 76%
Mobile Ad Hoc Networks
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