Wireless Communications and Mobile Computing

Machine Learning Enabled Signal Processing Techniques for Large Scale 5G and 5G Networks


Publishing date
01 Nov 2022
Status
Published
Submission deadline
01 Jul 2022

Lead Editor

1National Institute of Technology, Warangal, India

2Cardiff Metropolitan University, Cardiff, UK

3SSN College of Engineering, Chennai, India


Machine Learning Enabled Signal Processing Techniques for Large Scale 5G and 5G Networks

Description

Massive explorations in 5G and 5G communication technologies have envisioned the need for large-scale wireless networks that are potentially capable of handling high data traffic without compromising on the link reliability. This specific requirement demands architectural developments in wireless networks to support the data-hungry mobile communication systems. One of the critical aspects of large-scale wireless networks is the efficiency of the resources in the wireless system. The 5G and 5G technologies are engineered to work seamlessly in heterogeneous platforms unlike 2G, 3G, and 4G wireless networks. This heterogeneous nature includes the mobile devices, signal processing techniques, associated spectrum allocation, and most importantly the network model.

To meet the needs of this heterogeneity in 5G and 5G wireless systems, researchers constantly focus on the implementation of novel and robust signal processing algorithms. In addition, efficiency and performance enhancement can be achieved by adopting machine learning techniques that are supposed to empower the signal processing algorithms. The signal processing algorithms that use machine learning techniques are anticipated to improve the channel capacity, link reliability, device compatibility, and thereby enhance the user flexibility in adopting the technology.

This Special Issue is targeted to consolidate the theory and prospective implementation of machine learning algorithms in future wireless systems. Furthermore, machine learning techniques play a pivotal role in antenna modeling for large-scale wireless systems. We welcome original research and review articles.

Potential topics include but are not limited to the following:

  • Machine learning empowered signal processing algorithms
  • Machine learning-based optimization of resource allocation
  • Front haul, backhaul, and cross layer-based optimization techniques
  • Sensing techniques using machine learning and signal processing
  • Location and context-aware communication algorithms using machine learning in signal processing
  • Machine learning-based solutions for network coverage
  • Modulation, acquisition, and synchronization algorithms for large-scale wireless networks
  • Machine learning-based antenna modeling in massive Multiple-Input Multiple-Output (MIMO) systems
  • Energy auditing using machine learning and efficiency enhancement techniques
  • Testbed and hardware implementation of future wireless systems

Articles

  • Special Issue
  • - Volume 2023
  • - Article ID 9816809
  • - Retraction

Retracted: Analysis of the Impact of ESG on Corporate Financial Performance under the Epidemic Based on Static and Dynamic Panel Data

Wireless Communications and Mobile Computing
  • Special Issue
  • - Volume 2023
  • - Article ID 9802024
  • - Retraction

Retracted: Dimensional Defect Detection Research on the Sculpture Surface Combining the Convolutional Neural Network and Gabor

Wireless Communications and Mobile Computing
  • Special Issue
  • - Volume 2023
  • - Article ID 9787590
  • - Retraction

Retracted: Exploring Intelligent Teaching for Teachers of Ideology and Politics in the Context of Artificial Intelligence

Wireless Communications and Mobile Computing
  • Special Issue
  • - Volume 2023
  • - Article ID 9803487
  • - Retraction

Retracted: An Extraction System of Ice and Snow for Sports Technical Index Using Internet of Things

Wireless Communications and Mobile Computing
  • Special Issue
  • - Volume 2023
  • - Article ID 9863809
  • - Retraction

Retracted: Exploration of Exercise Characteristics and Psychological Impact of Cold Urban Elderly Based on Multivariate Data Analysis

Wireless Communications and Mobile Computing
  • Special Issue
  • - Volume 2023
  • - Article ID 9871950
  • - Retraction

Retracted: The Application of Artificial Intelligence Oriented to the Internet of Things Technology in the Complexity of Digital Crossborder Trade

Wireless Communications and Mobile Computing
  • Special Issue
  • - Volume 2023
  • - Article ID 9841259
  • - Retraction

Retracted: Application Model Construction of Intangible Cultural Heritage Dissemination in Film and Television Art Creation in Postepidemic Era

Wireless Communications and Mobile Computing
  • Special Issue
  • - Volume 2023
  • - Article ID 9860957
  • - Retraction

Retracted: Data Analysis of Related Factors of Adolescent Physical Exercise Behavior Based upon Artificial Neural Network Model

Wireless Communications and Mobile Computing
  • Special Issue
  • - Volume 2023
  • - Article ID 9760381
  • - Retraction

Retracted: Recognition and Error Correction Techniques for Piano Playing Music Based on Convolutional Cyclic Hashing Method

Wireless Communications and Mobile Computing
  • Special Issue
  • - Volume 2023
  • - Article ID 9794505
  • - Retraction

Retracted: Detection of Multicamera Pedestrian Trajectory Outliers in Geographic Scene

Wireless Communications and Mobile Computing
Wireless Communications and Mobile Computing
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Acceptance rate11%
Submission to final decision194 days
Acceptance to publication66 days
CiteScore2.300
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