Efficient Gradient Updating Strategies with Adaptive Power Allocation for Federated Learning over Wireless Backhaul [PDF]
In this paper, efficient gradient updating strategies are developed for the federated learning when distributed clients are connected to the server via a wireless backhaul link.
Yunji Yang, Yonggi Hong, Jaehyun Park
doaj +2 more sources
An Adjustable Wireless Backhaul Link Selection Algorithm for LEO-UAV-Sensor-Based Internet of Remote Things Network [PDF]
Internet of Remote Things (IoRT) networks utilize the backhaul links between unmanned aerial vehicles (UAVs) and low-earth-orbit (LEO) satellites to transfer the massive data collected by sensors.
Rui Chen, Wennai Wang, Wei Wu
doaj +2 more sources
Performance analysis of Cognitive Vehicular Networks under Unreliable Backhaul [PDF]
This paper presents a comprehensive model including a wireless backhaul as a cost-effective backhaul alternative to wired backhaul for vehicular networks, a heterogeneous underlay cognitive vehicular network with multiple mobile secondary ...
Cheng Yin, Zeming Su, Ayse Kortun
doaj +1 more source
RIS-aided Multi-hop Backhauling for 5G/6G UAV-assisted Access Points
Drones are considered to be an important part of future 6G telecommunication systems. Thanks to their quick deployment potential, they provide additional connectivity options in the form of a flying hotspot.
Salim Janji, Pawel Sroka
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When micro‐Doppler (MD) radars are distributed, a federated learning strategy over wireless backhaul links is developed for motion classification. Specifically to identify the human motion, a common convolutional neural network (CNN) model is shared for ...
Yunji Yang, Yong‐gi Hong, Jaehyun Park
doaj +1 more source
Integrated Access and Backhaul (IAB) in Cell-Free Massive MIMO Systems
One of the major challenges with cell-free (CF) massive multiple-input multiple-output (MIMO) networks is providing backhaul links for a large number of distributed access points (APs).
Ali Hosseinalipour Jazi +2 more
doaj +1 more source
Research on Security Performance of HetNets Based on In-band Wireless Backhaul [PDF]
In order to solve the problem of low physical layer security performance in heterogeneous networks,an In-Band Full-Duplex(IB-FD) wireless backhaul scheme is proposed.In massive Multiple Input Multiple Output (MIMO) two-tier HetNets,macro and small cell ...
XIE Mangang,JIA Xiangdong,ZHOU Meng,JI Shanshan,JIAO Jinliang,YANG Zheng
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Coverage Analysis for Full-Duplex Massive MIMO Heterogeneous Network Based on In-band Backhaul [PDF]
In massive Multiple-Input Multiple-Output(MIMO) system,In-Band(IB)Full-Duplex(FD) wireless backhaul scheme can reuse the radio access spectrum and greatly improve the network performance.With this consideration,this paper proposes a massive MIMO ...
JIA Xiangdong,XIE Mangang,ZHOU Meng
doaj +1 more source
Downlink Rate Analysis of Training-Based Massive MIMO Systems With Wireless Backhaul Networks
Massive multiple-input multiple-output (MIMO) systems with wireless backhaul networks have been considered as a candidate technology for 5G. Despite their potential, these systems still require improvement in areas such as resource allocation and ...
Wan Amirul Mahyiddin +3 more
doaj +1 more source
Secure Energy Harvesting Relay Networks With Unreliable Backhaul Connections
Wireless backhaul is a cost-effective and flexible alternative to wired backhaul, yet it suffers from unreliability. This paper studies the secrecy performance of a relay network with such unreliable wireless backhaul.
Cheng Yin +5 more
doaj +1 more source

