Machine learning applications in optical fiber sensing: A research agenda
The constant monitoring and control of various health, infrastructure, and natural factors
have led to the design and development of technological devices in a wide range of fields …
have led to the design and development of technological devices in a wide range of fields …
Siegel distance-based fusion strategy and differential evolution algorithm for cooperative spectrum sensing
J Zhuang, Y Wang, S Peng, S Zhang, Y Liu - Digital Signal Processing, 2023 - Elsevier
Cooperative spectrum sensing (CSS) offers cognitive radio networks a promising solution to
efficiently address the issue of spectrum scarcity. To enhance the detection performance of …
efficiently address the issue of spectrum scarcity. To enhance the detection performance of …
Applying self-supervised learning to network intrusion detection for network flows with graph neural network
R Xu, G Wu, W Wang, X Gao, A He, Z Zhang - Computer Networks, 2024 - Elsevier
Abstract Graph Neural Networks (GNNs) have garnered intensive attention for Network
Intrusion Detection System (NIDS) due to their suitability for representing the network traffic …
Intrusion Detection System (NIDS) due to their suitability for representing the network traffic …
AoI minimization of ambient backscatter-assisted EH-CRN with cooperative spectrum sensing
To evaluate the timeliness and freshness of information from energy-constrained devices,
we minimize the weighted average age of information (AoI) of the ambient backscatter …
we minimize the weighted average age of information (AoI) of the ambient backscatter …
Gaussian Mixture Model Based Anomaly Detection for Defense Against Byzantine Attack in Cooperative Spectrum Sensing
Cognitive radio (CR) serves as an effective solution to the spectrum scarcity issue in current
wireless communication. Spectrum sensing is one of the key enabling technologies for CR …
wireless communication. Spectrum sensing is one of the key enabling technologies for CR …
Support Vector Machine Process Against Probabilistic Byzantine Attack for Cooperative Spectrum Sensing in CRNs
Z Zhixuan, W Jun, G Jipeng, Z Chen, S Jin - Proceedings of the 2023 8th …, 2023 - dl.acm.org
In view of the spectrum shortage problem of wireless devices and applications, cognitive
radio (CR) allows secondary users (SUs) with a signal detection function to opportunistically …
radio (CR) allows secondary users (SUs) with a signal detection function to opportunistically …
A cooperative spectrum sensing method based on semi-supervised clustering with variational mode decomposition and information geometry
Y Wang, Z Wei, G Xu - Physical Communication, 2024 - Elsevier
In practice, obtaining a large number of sample labels for the supervised learning-based
cooperative spectrum sensing (CSS) method is challenging. Additionally, the CSS method …
cooperative spectrum sensing (CSS) method is challenging. Additionally, the CSS method …
Defense Against Spectrum Sensing Data Falsification Attacks Using Cluster Network Channeling with Distance-Based Attacker Detection in Cognitive Radio Ad-Hoc …
A Taggu, BS Kharsohnoh - 2023 Fourteenth International …, 2023 - ieeexplore.ieee.org
The growing demand for wireless and smart technologies has led to an unprecedented
increase in the utilization of the radio spectrum. However, as the number of users and …
increase in the utilization of the radio spectrum. However, as the number of users and …