Wireless Communications and Mobile Computing

Application of Neural Network in Mobile Edge Computing


Publishing date
01 Jul 2022
Status
Published
Submission deadline
04 Mar 2022

Lead Editor
Guest Editors

1Chinese Academy of Sciences, Beijing, China

2Northern Arizona University, Flagstaff, USA

3Beihang University, Beijing, China


Application of Neural Network in Mobile Edge Computing

Description

The continued development of machine learning and deep learning has led to vast progress in the field of wireless communication and mobile edge computing (MEC). Recently, there has been a focus on how to apply deep learning to the fields of wireless communication and mobile edge computing, and advancements have been made in edge computing scenarios such as mobile devices, consumer devices, drones, and vehicles.

Implementing deep neural network (DNN) applications often requires powerful computing resources to process large amounts of data. In the mobile edge computing environment, edge devices have limited capacity and the DNN application further suffers from the issues of wireless connection, for example handovers and service outage. Without properly addressing these issues, the wider application of DNN in practice will be limited, and as such the effective deployment and efficient execution of DNN models in the mobile edge computing environment has become the focus of attention in academia and industry.

The aim of this Special Issue is to collate original research and review articles from academics and industry-related researchers in the fields of wireless communication, machine learning, and edge computing. Researchers from academia and practitioners from the industry are invited to submit their innovative research on technical challenges and recent results related to neural network edge computing. This Special Issue provides an opportunity to discuss and express views on the current trends, challenges, and state-of-the-art solutions addressing various problems in machine learning for edge computing.

Potential topics include but are not limited to the following:

  • DNN compression in MEC
  • Efficient pattern recognition in MEC
  • Efficient image processing in MEC
  • Algorithms, schemes, and techniques of DNN application in edge systems
  • DNN acceleration in MEC
  • DNN model partition
  • DNN offloading and split learning

Articles

  • Special Issue
  • - Volume 2023
  • - Article ID 9872429
  • - Retraction

Retracted: Sports Video Panorama Synthesis Technology Based on Edge Computing and Video Shot Boundary Detection

Wireless Communications and Mobile Computing
  • Special Issue
  • - Volume 2023
  • - Article ID 9816139
  • - Retraction

Retracted: A Novel Model of Network Ideological Education in Universities Based on Learning Analysis for the Era of 5G Mobile Computing

Wireless Communications and Mobile Computing
  • Special Issue
  • - Volume 2023
  • - Article ID 9756018
  • - Retraction

Retracted: Analysis on the Influencing Factors and Countermeasures of Publicity Translation Communication Effect Based on Text Type Theory

Wireless Communications and Mobile Computing
  • Special Issue
  • - Volume 2023
  • - Article ID 9842432
  • - Retraction

Retracted: Construction of University Sports Flipped Classroom Based on Sports Skills Learning and Mobile Edge Computing-Driven Neural Network

Wireless Communications and Mobile Computing
  • Special Issue
  • - Volume 2023
  • - Article ID 9786439
  • - Retraction

Retracted: Evaluation System for the Talent Training Quality of Higher Education Based on the Combination of the Subjective and Objective Evaluation Method and AdaBoost-SVM

Wireless Communications and Mobile Computing
  • Special Issue
  • - Volume 2023
  • - Article ID 9797261
  • - Retraction

Retracted: Subjective Employment Obstacle of College Students and Its Predictor Model Based on Deep Learning

Wireless Communications and Mobile Computing
  • Special Issue
  • - Volume 2023
  • - Article ID 9757489
  • - Retraction

Retracted: A Teaching Model Combining Aesthetic Education and Action Education Based on Cluster Mining under the Background of Big Data

Wireless Communications and Mobile Computing
  • Special Issue
  • - Volume 2023
  • - Article ID 9848572
  • - Retraction

Retracted: Construction of an English Research Learning Model Based on Constructivism and Data Mining under a Cloud Computing Platform

Wireless Communications and Mobile Computing
  • Special Issue
  • - Volume 2023
  • - Article ID 9794027
  • - Retraction

Retracted: Optimal Allocation of Higher Education Resources Based on Data Mining and Cloud Computing

Wireless Communications and Mobile Computing
  • Special Issue
  • - Volume 2023
  • - Article ID 9814906
  • - Retraction

Retracted: Sports Action Recognition Based on Particle Swarm Optimization Neural Networks

Wireless Communications and Mobile Computing
Wireless Communications and Mobile Computing
Publishing Collaboration
More info
Wiley Hindawi logo
 Journal metrics
See full report
Acceptance rate11%
Submission to final decision194 days
Acceptance to publication66 days
CiteScore2.300
Journal Citation Indicator-
Impact Factor-

We have begun to integrate the 200+ Hindawi journals into Wiley’s journal portfolio. You can find out more about how this benefits our journal communities on our FAQ.