Design of User Experience Optimization System Based on Media Device Network Modeling

The media network faces challenges in systematically improving user experience due to the computational transmission tasks of massive data and highly coupled technical processes. Therefore, this paper designs a comprehensive user experience optimization system based on media device network modeling for key business scenarios, with user experience as the core, to achieve comprehensive user experience improvement for media device networks. We first use a network model to model the device network and achieve the mapping from physical space to mathematical space. Secondly we design a multi domain user experience model to map network capabilities to experience indicators. Finally, a multi-objective optimization method based on pareto optimality has been proposed for device networks to optimize their capabilities and achieve the goal of improving the overall quality of experience (QoE). We simulate weak network such as latency and packet loss in cloud gaming scenarios. When the user experience is poor, the proposed method is used to optimize the device network. The experimental results show that the user experience is significantly improved after optimization, proving the effectiveness of the proposed method.

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Publication Details

Published
2024-11-01
DOI
https://doi.org/10.1109/cac63892.2024.10864856
Primary Topic
Persona Design and Applications
Type
article
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Design of User Experience Optimization System Based on Media Device Network Modeling

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Persona Design and Applications
article

Design of User Experience Optimization System Based on Media Device Network Modeling

Guangyuan Zhang, Lizhen Huang, Lei Song, Lu Ding, Dan Huang, Bochen Li
article en

Abstract

The media network faces challenges in systematically improving user experience due to the computational transmission tasks of massive data and highly coupled technical processes. Therefore, this paper designs a comprehensive user experience optimization system based on media device network modeling for key business scenarios, with user experience as the core, to achieve comprehensive user experience improvement for media device networks. We first use a network model to model the device network and achieve the mapping from physical space to mathematical space. Secondly we design a multi domain user experience model to map network capabilities to experience indicators. Finally, a multi-objective optimization method based on pareto optimality has been proposed for device networks to optimize their capabilities and achieve the goal of improving the overall quality of experience (QoE). We simulate weak network such as latency and packet loss in cloud gaming scenarios. When the user experience is poor, the proposed method is used to optimize the device network. The experimental results show that the user experience is significantly improved after optimization, proving the effectiveness of the proposed method.

Shanghai Jiao Tong University (CN), Huawei Technologies (China) (CN), Nanjing University of Aeronautics and Astronautics (CN)
Openalex Percentile: Top 73%
Persona Design and Applications
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