Multitask sparse Bayesian channel estimation for turbo equalization in underwater acoustic communications

Y Liang, H Yu, F Ji, F Chen - IEEE Journal of Oceanic …, 2023 - ieeexplore.ieee.org
In this article, a multitask sparse Bayesian learning channel estimation based on factor
graphs (MT-SBL-FG) for turbo equalization (TEQ) in underwater acoustic (UWA) …

Multi-task support vector machine with pinball loss

Y Zhang, J Yu, X Dong, P Zhong - Engineering Applications of Artificial …, 2021 - Elsevier
With the boom in machine learning, support vector machine (SVM) is widely employed in
pattern recognition. However, most of SVM models concentrate on single-task learning, multi …

Sparse Bayes tensor and DOA tracking inspired channel estimation for V2X millimeter wave massive MIMO system

K Luo, X Zhou, B Wang, J Huang, H Liu - Sensors, 2021 - mdpi.com
Efficient vehicle-to-everything (V2X) communications improve traffic safety, enable
autonomous driving, and help to reduce environmental impacts. To achieve these …

Distributed and multi-task learning at the edge for energy efficient radio access networks

M Miozzo, Z Ali, L Giupponi, P Dini - IEEE Access, 2021 - ieeexplore.ieee.org
The big data availability of Radio Access Network (RAN) statistics suggests using it for
improving the network management through machine learning based Self Organized …

Multi-task learning for efficient management of beyond 5G radio access network architectures

Z Ali, L Giupponi, M Miozzo, P Dini - IEEE Access, 2021 - ieeexplore.ieee.org
Automation of Radio Access Network (RAN) operation is a fundamental feature to manage
sustainable and efficient Beyond Fifth-generation wireless (5G) networks, in the context of …

Joint Bayesian Channel Estimation and Data Detection for Underwater Acoustic Communications

Y Liang, H Yu, L Xu, H Zhao, F Ji… - IEEE Transactions on …, 2024 - ieeexplore.ieee.org
This paper proposes a joint multi-task Bayesian channel estimation and data detection
algorithm for Turbo equalization (TEQ) in underwater acoustic (UWA) communication. The …

Ultrasonic-Aided Fast-Layered Alternating Iterative Tensor Channel Estimation for V2X Millimeter-Wave Massive MIMO Systems

X Zhou, Z Ma, J Li, L Yu - Electronics, 2022 - mdpi.com
Millimeter-wave massive multiple-input multiple-output (MIMO) vehicle-to-everything (V2X)
communications can support enhanced V2X applications for connected and automated …

Joint Impulsive Noise Mitigation and Sparse Channel Estimation for Mobile Underwater Acoustic Communication

H Yu, Y Liang, H Ma, F Ji, L Xu - IEEE Wireless …, 2024 - ieeexplore.ieee.org
This letter presents a joint impulsive noise mitigation and sparse channel estimation
algorithm for single-carrier systems in mobile underwater acoustic communication (UAC) to …

System Identification with Fourier Transformation for Long-term Time Series Forecasting

X Liu, D Chen, W Wei, X Zhu, H Shi… - IEEE Transactions on …, 2024 - ieeexplore.ieee.org
Time-series prediction has drawn considerable attention during the past decades fueled by
the emerging advances of deep learning methods. However, most neural network based …

Multi-task learning for dependability assessment of industrial wireless communication systems

D Sun, L Rauchhaupt, U Jumar - IFAC-PapersOnLine, 2021 - Elsevier
Wireless communication systems for the industrial domain will rapidly grow in the
forthcoming years, which is bringing a strong need for quantitative dependability …