Wireless Communications and Mobile Computing

Machine Learning in Mobile Computing: Methods and Applications


Publishing date
01 Sep 2021
Status
Published
Submission deadline
23 Apr 2021

Lead Editor

1Tianjin University, Tianjin, China

2Xi'an University of Architecture and Technology, Xi'an, China

3The University of Sydney, Sydney, Australia

4Macquarie University, Sydney, Australia


Machine Learning in Mobile Computing: Methods and Applications

Description

Breakthroughs in Machine Learning (ML), including deep neural networks and the availability of powerful computing platforms, have recently received much attention as a key enabler for future 5G and beyond wireless networks. ML has become one of the key technologies to realize intelligent mobile networks, intelligent services, and intelligent internet-of-things (IoT). ML could provide many new opportunities in the way we manage and optimize mobile wireless communications and networks, and the way we manage different user services and user content.

However, the evolution towards learning-based mobile networks and communications is still in its early days, and much of the realization of the promised benefits requires thorough research and development. Fundamental questions such as where and how ML can really complement the well-established, well-tested mobile wireless communication systems still remain. In addition, adaptation of ML-based methods is likely needed to realize their full potential in the context of mobile wireless networks.

This Special Issue aims to share and discuss recent advances and future trends of machine learning in mobile Computing, and to bring academic researchers and industry developers together. Original research and review articles are welcome.

Potential topics include but are not limited to the following:

  • Advanced ML algorithms for mobile computing
  • ML-based mobile networks design
  • ML-based energy efficient communication/networking techniques
  • ML-based sensor networks and IoT applications
  • ML-based network resource allocation and optimization
  • ML-based secure communications and networking
  • ML-based computing on network edge
  • Service performance optimization in mobile wireless networks

Articles

  • Special Issue
  • - Volume 2021
  • - Article ID 2262963
  • - Research Article

Study on Spectrum Allocation and Optimization of Wireless Communication Networks Based on SFOA

Yu Zhang | Jianying Li
  • Special Issue
  • - Volume 2021
  • - Article ID 5551585
  • - Research Article

Designation and Multiobjective Optimization of a New Six-DOF Haptic Device Based on Genetic Algorithm

Baoyu Shi | Hongtao Wu
  • Special Issue
  • - Volume 2021
  • - Article ID 7124086
  • - Research Article

Role of Internet of Things Technology in Promoting the Circulation Industry in the Transformation of a Resource-Based Economy

Dongqing Zhu | Ting Li | ... | Xia Duan
  • Special Issue
  • - Volume 2021
  • - Article ID 1219849
  • - Research Article

Design and Implementation of 3D Film and Television Scene Production Algorithm Based on the Internet of Things

Ruiying Kuang
  • Special Issue
  • - Volume 2021
  • - Article ID 9881641
  • - Research Article

Impact of High-Tech Image Formats Based on Full-Frame Sensors on Visual Experience and Film-Television Production

Jie Liu
  • Special Issue
  • - Volume 2021
  • - Article ID 2706646
  • - Research Article

Automatic Recognition Algorithm of Information Architecture Reliability Based on Energy Internet Network Topology

Guowen Ren | Minrong Wu | Miao Yu
  • Special Issue
  • - Volume 2021
  • - Article ID 8676301
  • - Research Article

Design and Implementation of a Rural Social Security System Based on Deep Learning

Yan Zhao
  • Special Issue
  • - Volume 2021
  • - Article ID 9636951
  • - Research Article

Simulation Training of E-Sports Players Based on Wireless Sensor Network

Feng Qian
  • Special Issue
  • - Volume 2021
  • - Article ID 9969101
  • - Research Article

Problems and Countermeasures in the Process of Applying Multimedia Technology in Basketball Teaching

Bixia Yan
  • Special Issue
  • - Volume 2021
  • - Article ID 5532210
  • - Research Article

Soccer-Assisted Training Robot Based on Image Recognition Omnidirectional Movement

Bin Tan
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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Impact Factor-

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