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题名NOMA Assisted Two-Tier VR Content Transmission: A Tile-Based Approach for QoE Optimization
作者
发表日期2024-05-01
发表期刊IEEE Transactions on Mobile Computing
ISSN/eISSN1536-1233
卷号23期号:5页码:3769-3784
摘要

Virtual reality (VR) provides users with an immersive and interactive experience through head-mounted devices, which has attracted increasing attention in recent years. Specifically, tile-based VR content transmission provides a promising approach to alleviate the conflict between limited bandwidth and high-performance requirements (e.g., high-resolution and low-delay). However, the tiling pattern affects the encoding efficiency and visual distortion of the VR content. Accounting for this issue, in this paper, a quality of experience (QoE)-aware cost minimization problem is investigated for a tile-based VR content transmission scenario. In particular, an edge server (ES) co-located at a cellular base station (BS) separates its generated VR content into several tiles according to the tiling pattern selection, and a weighted-to-spherically-uniform quality model is used to evaluate the effect of different tiling patterns on QoE. Moreover, to improve the transmission performance between the edge server and VR users (VRUs), unmanned aerial vehicles (UAVs) are leveraged as relay points to provide line of sight channels. Then, we formulate an optimization problem to minimize the sum of weighted total energy consumption and VR content distortion (i.e., QoE-aware cost) by jointly optimizing the tiling pattern selections, the VRUs-UAV grouping, partial computing decisions, and resource allocation. The formulated problem is a mixed integer non-linear programming problem, which is challenging to solve. To address this difficulty, we equivalently decompose the formulated problem into three subproblems and propose corresponding algorithms to solve them, respectively. Numerical results demonstrate that our proposed solution can effectively reduce the QoE-aware cost for VR content transmission in comparison with other baseline algorithms.

关键词And QoE-aware Cost Minimization non-orthogonal multiple access tile-based content transmission for virtual reality UAV-based two - tier transmission
DOI10.1109/TMC.2023.3280739
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语种英语English
Scopus入藏号2-s2.0-85161048509
引用统计
被引频次:11[WOS]   [WOS记录]     [WOS相关记录]
文献类型期刊论文
条目标识符https://repository.uic.edu.cn/handle/39GCC9TT/11457
专题理工科技学院
通讯作者Wu, Yuan
作者单位
1.University of Macau,State Key Laboratory of Internet of Things for Smart City,Department of Computer and Information Science,Macao
2.Zhuhai UM Science and Technology Research Institute,Zhuhai,Guangdong,519031,China
3.Beijing Normal University,Institute of Artificial Intelligence and Future Networks,Zhuhai,Guangdong,519087,China
4.BNU-HKBU United International College,Guangdong Key Lab of AI and Multi-Modal Data Processing,Zhuhai,Guangdong,519087,China
5.University of New Brunswick,Faculty of Computer Science,Fredericton,E3B 5A3,Canada
推荐引用方式
GB/T 7714
Li, Yang,Dou, Chenglong,Wu, Yuanet al. NOMA Assisted Two-Tier VR Content Transmission: A Tile-Based Approach for QoE Optimization[J]. IEEE Transactions on Mobile Computing, 2024, 23(5): 3769-3784.
APA Li, Yang, Dou, Chenglong, Wu, Yuan, Jia, Weijia, & Lu, Rongxing. (2024). NOMA Assisted Two-Tier VR Content Transmission: A Tile-Based Approach for QoE Optimization. IEEE Transactions on Mobile Computing, 23(5), 3769-3784.
MLA Li, Yang,et al."NOMA Assisted Two-Tier VR Content Transmission: A Tile-Based Approach for QoE Optimization". IEEE Transactions on Mobile Computing 23.5(2024): 3769-3784.
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