An Intelligent QoS Algorithm for Home Networks

Wen Jyi Hwang; Tsung Ming Tai; Bo Ting Pan; Tun Yao Lou; Yun Jie Jhang

doi:10.1109/LCOMM.2019.2897567

An Intelligent QoS Algorithm for Home Networks

Wen Jyi Hwang^*, Tsung Ming Tai, Bo Ting Pan, Tun Yao Lou, Yun Jie Jhang

^*Corresponding author for this work

Department of Computer Science and Information Engineering

Research output: Contribution to journal › Article › peer-review

6 Citations (Scopus)

Abstract

A novel quality of service (QoS) management algorithm for home networks is presented in this letter. The algorithm is based on service prediction for intelligent QoS management. The service prediction is carried out by a general regression neural network with a profile containing the past records of the service. A novel profile updating technique is proposed so that the profile size can remain small for fast bandwidth allocation. The analytical study and experiments over real LAN reveal that the proposed algorithm provides reliable QoS management for home networks with low computational overhead.

Original language	English
Article number	8633966
Pages (from-to)	588-591
Number of pages	4
Journal	IEEE Communications Letters
Volume	23
Issue number	4
DOIs	https://doi.org/10.1109/LCOMM.2019.2897567
Publication status	Published - 2019 Apr

Keywords

Quality of service
home networks
neural networks

ASJC Scopus subject areas

Modelling and Simulation
Computer Science Applications
Electrical and Electronic Engineering

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10.1109/LCOMM.2019.2897567

Cite this

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abstract = "A novel quality of service (QoS) management algorithm for home networks is presented in this letter. The algorithm is based on service prediction for intelligent QoS management. The service prediction is carried out by a general regression neural network with a profile containing the past records of the service. A novel profile updating technique is proposed so that the profile size can remain small for fast bandwidth allocation. The analytical study and experiments over real LAN reveal that the proposed algorithm provides reliable QoS management for home networks with low computational overhead.",

keywords = "Quality of service, home networks, neural networks",

author = "Hwang, {Wen Jyi} and Tai, {Tsung Ming} and Pan, {Bo Ting} and Lou, {Tun Yao} and Jhang, {Yun Jie}",

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AU - Lou, Tun Yao

AU - Jhang, Yun Jie

PY - 2019/4

Y1 - 2019/4

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AB - A novel quality of service (QoS) management algorithm for home networks is presented in this letter. The algorithm is based on service prediction for intelligent QoS management. The service prediction is carried out by a general regression neural network with a profile containing the past records of the service. A novel profile updating technique is proposed so that the profile size can remain small for fast bandwidth allocation. The analytical study and experiments over real LAN reveal that the proposed algorithm provides reliable QoS management for home networks with low computational overhead.

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KW - neural networks

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An Intelligent QoS Algorithm for Home Networks

Abstract

Keywords

ASJC Scopus subject areas

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