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Federated Learning for Wireless Networks

Posted By: AvaxGenius
Federated Learning for Wireless Networks

Federated Learning for Wireless Networks by Choong Seon Hong, Latif U. Khan, Mingzhe Chen, Dawei Chen, Walid Saad, Zhu Han
English | EPUB | 2021 | 265 Pages | ISBN : 9811649626 | 28.8 MB

Recently machine learning schemes have attained significant attention as key enablers for next-generation wireless systems. Currently, wireless systems are mostly using machine learning schemes that are based on centralizing the training and inference processes by migrating the end-devices data to a third party centralized location. However, these schemes lead to end-devices privacy leakage. To address these issues, one can use a distributed machine learning at network edge. In this context, federated learning (FL) is one of most important distributed learning algorithm, allowing devices to train a shared machine learning model while keeping data locally. However, applying FL in wireless networks and optimizing the performance involves a range of research topics. For example, in FL, training machine learning models require communication between wireless devices and edge servers via wireless links.

Security Assessment in Vehicular Networks

Posted By: AvaxGenius
Security Assessment in Vehicular Networks

Security Assessment in Vehicular Networks by Suguo Du
English | PDF | 2013 | 58 Pages | ISBN : 1461493560 | 1.5 MB

This book presents several novel approaches to model the interaction between the attacker and the defender and assess the security of Vehicular Ad Hoc Networks (VANETs). The first security assessment approach is based on the attack tree security assessment model, which leverages tree based methods to analyze the risk of the system and identify the possible attacking strategies the adversaries may launch.

Mobile Edge Caching in Heterogeneous Vehicular Networks

Posted By: AvaxGenius
Mobile Edge Caching in Heterogeneous Vehicular Networks

Mobile Edge Caching in Heterogeneous Vehicular Networks by Huaqing Wu
English | EPUB | 2022 | 127 Pages | ISBN : 3030888770 | 12.2 MB

To support smart vehicular services especially in the future driverless era, the vehicular networks are expected to support high-bandwidth content delivery and reliable accessibility of multifarious applications. However, the limited radio spectrum resources, the inflexibility in accommodating dynamic traffic demands, and the geographically constrained fixed infrastructure deployment of current terrestrial networks pose great challenges in ensuring ubiquitous, flexible, and reliable network connectivity.

Advances in Vehicular Networks

Posted By: AvaxGenius
Advances in Vehicular Networks

Advances in Vehicular Networks by Barbara Mavì Masini
English | PDF | 2020 | 140 Pages | ISBN : 3039437992 | 16.1 MB

Connected and automated vehicles have revolutionized the way we move, granting new services on roads. This Special Issue collects contributions that address reliable and ultra-low-latency vehicular applications that range from advancements at the access layer, such as using the visible light spectrum to accommodate ultra-low-latency applications, to data dissemination solutions. Further, articles discuss edge computing, neural network-based techniques, and the use of reconfigurable intelligent surfaces (RIS) to boost throughput and enhance coverage.

The Next Generation Vehicular Networks, Modeling, Algorithm and Applications

Posted By: arundhati
The Next Generation Vehicular Networks, Modeling, Algorithm and Applications

Zhou Su, "The Next Generation Vehicular Networks, Modeling, Algorithm and Applications "
English | ISBN: 3030568261 | 2021 | 171 pages | PDF | 6 MB

Poisson Line Cox Process: Foundations and Applications to Vehicular Networks Synthesis Lectures

Posted By: Underaglassmoon
Poisson Line Cox Process: Foundations and Applications to Vehicular Networks Synthesis Lectures

Poisson Line Cox Process: Foundations and Applications to Vehicular Networks Synthesis Lectures
Morgan & Claypool | English | 2020 | ISBN-10: 1681738449 | 150 pages | PDF | 7.72 MB

by Harpreet S Dhillon (Author), Vishnu Vardhan Chetlur (Author)
This book provides a comprehensive treatment of the Poisson line Cox process (PLCP) and its applications to vehicular networks