A Novel User-Oriented Quality of Service Algorithm for Home Networks

Wen Jyi Hwang, Yi Chih Tung, Ying Lun Chen, Po Yu Lai, Chih Hsiang Ho

Research output: Contribution to journalArticle

2 Citations (Scopus)

Abstract

This paper aims to present a novel dynamic quality of service (QoS) algorithm for home networks. The algorithm carries out the QoS management of a service for a user in a home network based on the profile consisting of the past responses of the user for that service. It performs the prediction of the future responses to the service from the profile using the general regression neural network algorithm. The algorithm finds the bandwidth allocation consuming minimum total bandwidth among those predicted to produce desired responses. The minimum bandwidth allocation is then used for the service. The corresponding user responses are used to update the profiles for the subsequent dynamic QoS managements. The algorithm requires no offline training and achieves fast adaptation to the user responses. Both analytical and numerical results reveal that the proposed algorithm provides an effective alternative for user-oriented QoS management in the heterogeneous home networks.

Original languageEnglish
Pages (from-to)548-559
Number of pages12
JournalIEEE Systems Journal
Volume12
Issue number1
DOIs
Publication statusPublished - 2018 Mar 1

Fingerprint

Home networks
Quality of service
Frequency allocation
Neural networks
Bandwidth

Keywords

  • Communication system traffic control
  • local area networks (LANs)
  • neural networks
  • quality management
  • quality of service (QoS)

ASJC Scopus subject areas

  • Control and Systems Engineering
  • Electrical and Electronic Engineering

Cite this

A Novel User-Oriented Quality of Service Algorithm for Home Networks. / Hwang, Wen Jyi; Tung, Yi Chih; Chen, Ying Lun; Lai, Po Yu; Ho, Chih Hsiang.

In: IEEE Systems Journal, Vol. 12, No. 1, 01.03.2018, p. 548-559.

Research output: Contribution to journalArticle

Hwang, Wen Jyi ; Tung, Yi Chih ; Chen, Ying Lun ; Lai, Po Yu ; Ho, Chih Hsiang. / A Novel User-Oriented Quality of Service Algorithm for Home Networks. In: IEEE Systems Journal. 2018 ; Vol. 12, No. 1. pp. 548-559.
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