Toward optimally efficient search with deep learning for large-scale MIMO systems

L He, K He, L Fan, X Lei, A Nallanathan… - IEEE Transactions …, 2022 - ieeexplore.ieee.org
This paper investigates the optimal signal detection problem with a particular interest in
large-scale multiple-input multiple-output (MIMO) systems. The problem is NP-hard and can …

Joint offloading design and bandwidth allocation for ris-aided multiuser mec networks

C Ge, Y Rao, J Ou, C Fan, J Ou, D Fan - Physical Communication, 2022 - Elsevier
This article examines a multiuser intelligent reflecting surface (RIS) aided mobile edge
computing (MEC) system, where multiple edge nodes (ENs) with powerful calculating …

Virtual Adversarial Training‐Based Semisupervised Specific Emitter Identification

CX Xie, LM Zhang, ZG Zhong - Wireless Communications and …, 2022 - Wiley Online Library
Deep learning is a new direction of research for specific emitter identification (SEI). Radio
frequency (RF) fingerprints of the emitter signal are small and sensitive to noise. It is difficult …

Analysis and design of standard knowledge service system based on deep learning

Y Zhou, Z Lin, L Tu, J Huang, Z Zhang - EAI Endorsed Transactions on …, 2022 - eudl.eu
The development of information technology has changed the mode of communication of
social information, and this change has put forward new requirements on the contents …

An overview on active transmission techniques for wireless scalable networks

Y Tang, S Lai, Z Zhao, Y Rao, W Zhou, F Zhu, L Chen… - 2022 - repository.kaust.edu.sa
Currently, massive data communication and computing pose a severe challenge on existing
wireless network architecture, from various aspects such as data rate, latency, energy …

Personalized music recommendation algorithm based on spark platform

J Sun - Computational Intelligence and Neuroscience, 2022 - Wiley Online Library
Aiming at the shortcomings of traditional recommendation algorithms in dealing with large‐
scale music data, such as low accuracy and poor real‐time performance, a personalized …

Deep Reinforcement Learning‐Based Joint Satellite Scheduling and Resource Allocation in Satellite‐Terrestrial Integrated Networks

Y Yin, C Huang, DF Wu, S Huang… - Wireless …, 2022 - Wiley Online Library
Satellite‐terrestrial integrated networks (STINs) are considered to be a new paradigm for the
next generation of global communication because of its distinctive merits, such as wide …

UAV‐Based Physical‐Layer Intelligent Technologies for 5G‐Enabled Internet of Things: A Survey

C Wang, W Yu, J Lu, F Zhu, L Fan… - … and Mobile Computing, 2022 - Wiley Online Library
In recent years, the utilization and application of unmanned aerial vehicle (UAV) have
attracted much attention, both from academy and industry. UAVs have been widely used in …

Performance analysis of 5G Downlink Cooperative NOMA network with multi-antenna relay

X Wang, E Li, G Yang, L Xu - Physical Communication, 2022 - Elsevier
In this paper, a 5G Downlink Cooperative amplify-and-forward (AF) NOMA communication
system with multi-antenna relay is investigated. By exploring the advantage of multiple …

Multimode Gesture Recognition Algorithm Based on Convolutional Long Short‐Term Memory Network

MX Lu, GZ Du, ZF Li - Computational Intelligence and …, 2022 - Wiley Online Library
Gesture recognition utilizes deep learning network model to automatically extract deep
features of data; however, traditional machine learning algorithms rely on manual feature …