Wireless Communications and Mobile Computing

Applications of Tensor Models in Wireless Communications and Mobile Computing


Publishing date
01 Jul 2019
Status
Published
Submission deadline
01 Mar 2019

1Federal University of Ceará, Sobral, Brazil

2Communication University of China, Beijing, China

3Commissariat à l’énergie atomique et aux énergies alternatives, Grenoble, France

4Federal University of Ceará, Fortaleza, Brazil


Applications of Tensor Models in Wireless Communications and Mobile Computing

Description

Tensor decompositions, also named tensor factorizations, are very useful for representing and analyzing multidimensional data. With the emergence of new results in multilinear algebra, tensor decompositions have found applications in several areas. In particular, they have gained considerable space in wireless communications, mobile computing, and signal processing. These decompositions possess important properties that bring some advantages over the classical matrix based methods for solving different kinds of problems.

Although much research has been done within this subject, many challenges are still to be explored. The proposition of new tensor decompositions, factorization algorithms, and mathematical properties have a great potential to bring significant impacts in several areas as, for instance, biomedical and audio processing, mobile computing, and computer vision. Moreover, the multidimensional nature of the signals in future wireless communication systems provides a good opportunity to exploit tensor based models, aiming to meet strong requirements regarding capacity and spectral efficiencies.

The goal of this special issue is to gather submissions presenting recent advances in tensor decompositions with applications in communication systems and mobile computing. Submissions with focus either on theoretical aspects of tensor decompositions or on application-oriented problems are invited. Submissions related to 5G wireless communications are especially welcome. High quality original articles as well as review articles that describe the current state of the art are also encouraged.

Potential topics include but are not limited to the following:

  • New tensor decompositions and uniqueness issues of tensor models
  • Low-rank approximations
  • Algorithms for computing tensor decompositions
  • Optimization problems related to tensor models
  • Modeling and estimation of wireless channels using tensor models
  • Digital receivers for mobile systems
  • Wireless MIMO and cooperative communications using tensor models
  • Tensor decomposition in 5G networks
  • Computer vision
  • Biomedical and audio signal processing
  • Pattern recognition and neural networks

Articles

  • Special Issue
  • - Volume 2020
  • - Article ID 7393080
  • - Editorial

Applications of Tensor Models in Wireless Communications and Mobile Computing

C. Alexandre R. Fernandes | Jianhe Du | ... | André L. F. de Almeida
  • Special Issue
  • - Volume 2019
  • - Article ID 4858137
  • - Research Article

Joint DL and UL Channel Estimation for Millimeter Wave MIMO Systems Using Tensor Modeling

Paulo R. B. Gomes | André L. F. de Almeida | ... | Rafael T. de Sousa
  • Special Issue
  • - Volume 2019
  • - Article ID 8458016
  • - Research Article

Estimating Network Flow Length Distributions via Bayesian Nonnegative Tensor Factorization

Barış Kurt | Ali Taylan Cemgil | ... | Engin Zeydan
  • Special Issue
  • - Volume 2019
  • - Article ID 5437908
  • - Research Article

Low Cost Antenna Array Based Drone Tracking Device for Outdoor Environments

Marcos T. de Oliveira | Ricardo K. Miranda | ... | Rafael T. de Sousa
  • Special Issue
  • - Volume 2019
  • - Article ID 3619818
  • - Research Article

Compressed Sensing PARALIND Decomposition-Based Coherent Angle Estimation for Uniform Rectangular Array

Wu Wei | Xu Le | ... | Li Jianfeng
  • Special Issue
  • - Volume 2019
  • - Article ID 7389306
  • - Research Article

DOA and Polarization Parameters Estimation by Exploiting Canonical Polyadic Decomposition of Tensors

Long Liu | Ling Wang | ... | Zhaolin Zhang
Wireless Communications and Mobile Computing
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Acceptance rate11%
Submission to final decision151 days
Acceptance to publication66 days
CiteScore2.300
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