AI and 6G security
While 5G is well-known for network cloudification with micro-service based architecture, the next generation networks or the 6G era is closely coupled […]
A Low Complexity Learning-Based Channel Estimation for OFDM Systems With Online Training
In this paper, we devise a highly efficient machine learning-based channel estimation for orthogonal frequency division multiplexing (OFDM) systems, in which the […]
Intelligent Radio Signal Processing
Intelligent signal processing for wireless communications is a vital task in modern wireless systems, but it faces new challenges because of network […]
Performance Analysis on Machine Learning-Based Channel Estimation
Recently, machine learning-based channel estimation has attracted much attention. The performance of machine learning-based estimation has been validated by simulation experiments. However, […]
A review of uncertainty quantification in deep learning
Uncertainty quantification (UQ) methods play a pivotal role in reducing the impact of uncertainties during both optimization and decision making processes. They […]
Concept Drift Adaptation Techniques in Distributed Environment for Real-World Data Streams
Real-world data streams pose a unique challenge to the implementation of machine learning (ML) models and data analysis. A notable problem that […]
Asynchronous Time-Sensitive Networking for 5G Backhauling
Fifth Generation (5G) phase 2 rollouts are around the corner to make mobile ultra-reliable and low-latency services a reality. However, to realize […]
Evaluation of Machine Learning Techniques for Security in SDN
Software Defined Networking (SDN) has emerged as the most viable programmable network architecture to solve many challenges in legacy networks. SDN separates […]
Federated Machine Learning
The communication and networking field is hungry for machine learning decision-making solutions to replace the traditional model-driven approaches that proved to be […]
Machine Learning Meets Communication Networks
The growing network density and unprecedented increase in network traffic, caused by the massively expanding number of connected devices and online services, […]