Real-time fusion multi-tier DNN-based collaborative IDPS with complementary features for secure UAV-enabled 6G networks
UAV-enabled Integrated Sensing and Communication (ISAC) in sixth-generation (6G)
wireless networks has sparked significant research interest. UAVs are positioned as aerial …
wireless networks has sparked significant research interest. UAVs are positioned as aerial …
Real-Time Collaborative Intrusion Detection System in UAV Networks Using Deep Learning
HJ Hadi, Y Cao, S Li, Y Hu, J Wang… - IEEE Internet of Things …, 2024 - ieeexplore.ieee.org
Unmanned Aerial Vehicles (UAVs) are being used extensively in various fields. UAVs
provide various services to users, including monitoring, logistics and sensing because of …
provide various services to users, including monitoring, logistics and sensing because of …
Cgan-based collaborative intrusion detection for uav networks: A blockchain-empowered distributed federated learning approach
X He, Q Chen, L Tang, W Wang… - IEEE Internet of Things …, 2022 - ieeexplore.ieee.org
Numerous resource-constrained Internet of Things (IoT) devices make the edge IoT
consisting of unmanned aerial vehicles (UAVs) vulnerable to network intrusion. Therefore, it …
consisting of unmanned aerial vehicles (UAVs) vulnerable to network intrusion. Therefore, it …
Stacked Broad Learning System Empowered FCL Assisted by DTN for Intrusion Detection in UAV Networks
An efficient Intrusion Detection System (IDS) model is essential for the protection of
Unmanned Aerial Vehicles (UAVs) networks against network intrusion. However, when …
Unmanned Aerial Vehicles (UAVs) networks against network intrusion. However, when …
Deep attention recognition for attack identification in 5g uav scenarios: Novel architecture and end-to-end evaluation
J Viana, H Farkhari, P Sebastião… - IEEE Transactions …, 2023 - ieeexplore.ieee.org
Despite the robust security features inherent in the 5G framework, attackers will still discover
ways to disrupt 5G unmanned aerial vehicle (UAV) operations and decrease UAV control …
ways to disrupt 5G unmanned aerial vehicle (UAV) operations and decrease UAV control …
Federated continuous learning based on stacked broad learning system assisted by digital twin networks: An incremental learning approach for intrusion detection in …
The edge of the Internet of Things (IoT), which consists of unmanned aerial vehicles (UAVs),
is vulnerable to network intrusion because software and wireless connections are used …
is vulnerable to network intrusion because software and wireless connections are used …
[HTML][HTML] Machine-learning-enabled intrusion detection system for cellular connected UAV networks
R Shrestha, A Omidkar, SA Roudi, R Abbas, S Kim - Electronics, 2021 - mdpi.com
The recent development and adoption of unmanned aerial vehicles (UAVs) is due to its wide
variety of applications in public and private sector from parcel delivery to wildlife …
variety of applications in public and private sector from parcel delivery to wildlife …
Lightweight ids for uav networks: A periodic deep reinforcement learning-based approach
The use of intrusion detection systems (IDS) has become crucial for modern networks. To
ensure the targeted performance of such networks, diverse techniques were introduced to …
ensure the targeted performance of such networks, diverse techniques were introduced to …
[HTML][HTML] Secure and privacy-preserving intrusion detection and prevention in the internet of unmanned aerial vehicles
In smart cities, unmanned aerial vehicles (UAVS) play a vital role in surveillance, monitoring,
and data collection. However, the widespread integration of UAVs brings forth a pressing …
and data collection. However, the widespread integration of UAVs brings forth a pressing …
[PDF][PDF] DATA-FedAVG: Delay-aware truncated accuracy-based federated averaging for intrusion detection in UAV network
In federated learning, the synchronous approach employed by the aggregating algorithm in
the federal server, such as federated averaging (FedAVG), introduces high network …
the federal server, such as federated averaging (FedAVG), introduces high network …