User in the loop: QoE-oriented optimization in communication and networks

Zhiyong Du, Dong-hua Liu, Lijie Yin
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引用次数: 2

Abstract

Improving users' quality of experience (QoE) has become a consensus in wireless communications. Although the wireless network technology keeps evolving from 3G to 4G and the foreseeable 5G, QoE assurance in service provisioning is still a challenging task, partly due to the complicated mechanism in optimizing QoE. In this paper, we present a concept of QoE-oriented optimization for resource allocation and network configuration (RA-NC) in communications and networks. The QoE-oriented optimization is not a simple change in optimization goal from QoS to QoE of traditional QoS-oriented optimization, but a systematic rethink on the impacts of QoE on RA-NC problem. First, we introduce the main idea of QoE-oriented optimization from the perspective of RA-NC optimization modeling. Then, detailed principles, requirements and challenges are explained for QoE-oriented optimization. Finally, we envision an end-to-end QoE optimization framework, where the smartphone explores real-time users' QoE feedback data captured by sensors to improve user's QoE in an online, model-freed manner.
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用户在循环中:通信和网络面向qos的优化
提高用户体验质量(QoE)已成为无线通信领域的共识。尽管无线网络技术不断从3G向4G和可预见的5G演进,但业务提供的QoE保证仍然是一项具有挑战性的任务,部分原因是优化QoE的机制复杂。在本文中,我们提出了面向qos的通信和网络资源分配和网络配置优化(RA-NC)的概念。面向QoS的优化不是传统面向QoS优化的简单目标从QoS到QoE的改变,而是对QoE对RA-NC问题影响的系统反思。首先,从RA-NC优化建模的角度介绍了面向qos优化的主要思想。然后,详细阐述了面向qos的优化的原理、要求和挑战。最后,我们设想了一个端到端的QoE优化框架,其中智能手机探索传感器捕获的实时用户QoE反馈数据,以在线、无模型的方式提高用户的QoE。
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