Awareness modeling and computing for quality-aware coordination

Qing Liu*, Charles Z. Liu, Lan-lan Li, Maria T. Gambino

*Corresponding author for this work

Research output: Contribution to journalArticlepeer-review

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Abstract

In this paper, we address the issues of the trade-off between QoS and QoE with an analytical analysis based on mathematical modeling under a unified normalization measurement. We model through computation the awareness of QoS and QoE with a strategy of quality-Aware QoE-QoS coordination. A balanced coordination is proposed using modeling correlations between user experience and service performance. The main contributions of this paper include three main parts. First, a comprehensive mapping is modeled in a close form to illustrate the analytic correlations between QoS, QoE, and data communication. Second, an analytical method to analyze and coordinate the nonlinear trade-off between QoE and QoS is proposed based on the theoretical proof with discussions on necessary-sufficient conditions. Third, an algorithmic framework is provided to perform QoE-QoS coordination based on quality-Awareness computing with a test proof. An assessment model for user experience quantification is built with the mean opinion score (MOS) test. Quality-Aware QoE and QoS models are built based on the subspace learning strategy. Simulations are given to prove the feasibility and effectiveness of the proposed method. The results show that the operations with the proposed solution can be obtained analytically with balanced efficiency in both user experience performance and network performance.

Original languageEnglish
Article number6782664
Pages (from-to)1-17
Number of pages17
JournalMathematical Problems in Engineering
Volume2021
Early online date29 Nov 2021
DOIs
Publication statusPublished - 2021

Bibliographical note

Copyright the Author(s) 2021. Version archived for private and non-commercial use with the permission of the author/s and according to publisher conditions. For further rights please contact the publisher.

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