Residential Collegefalse
Status已發表Published
NOMA Assisted Two-Tier VR Content Transmission: A Tile-based Approach for QoE Optimization
Li Yang1; Dou Chenglong1; Wu Yuan1,4; Jia Weijia2,5; Lu Rongxing3
2024-05
Source PublicationIEEE Transactions on Mobile Computing
ISSN1536-1233
Volume23Issue:5Pages:3769 - 3784
Abstract

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.

KeywordAnd 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
URLView the original
Indexed BySCIE
Language英語English
WOS Research AreaComputer Science ; Telecommunications
WOS SubjectComputer Science, Information Systems ; Telecommunications
PublisherIEEE COMPUTER SOC10662 LOS VAQUEROS CIRCLE, PO BOX 3014, LOS ALAMITOS, CA 90720-1314
Scopus ID2-s2.0-85161048509
Fulltext Access
Citation statistics
Document TypeJournal article
CollectionTHE STATE KEY LABORATORY OF INTERNET OF THINGS FOR SMART CITY (UNIVERSITY OF MACAU)
Corresponding AuthorWu Yuan
Affiliation1.State Key Laboratory of Internet of Things for Smart City and Department of Computer and Information Science, University of Macau, Macau, China
2.Institute of Artificial Intelligence and Future Networks, Beijing Normal University, Zhuhai, Guangdong 519087, China
3.Faculty of Computer Science, University of New Brunswick, Fredericton, NB, Canada
4.Zhuhai UM Science and Technology Research Institute, Zhuhai, Guangdong 519031, China
5.Guangdong Key Lab of AI and Multi-Modal Data Processing, BNU-HKBU United International College, Zhuhai, Guangdong 519087, China
First Author AffilicationUniversity of Macau
Corresponding Author AffilicationUniversity of Macau
Recommended Citation
GB/T 7714
Li Yang,Dou Chenglong,Wu Yuan,et 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.
Files in This Item:
There are no files associated with this item.
Related Services
Recommend this item
Bookmark
Usage statistics
Export to Endnote
Google Scholar
Similar articles in Google Scholar
[Li Yang]'s Articles
[Dou Chenglong]'s Articles
[Wu Yuan]'s Articles
Baidu academic
Similar articles in Baidu academic
[Li Yang]'s Articles
[Dou Chenglong]'s Articles
[Wu Yuan]'s Articles
Bing Scholar
Similar articles in Bing Scholar
[Li Yang]'s Articles
[Dou Chenglong]'s Articles
[Wu Yuan]'s Articles
Terms of Use
No data!
Social Bookmark/Share
All comments (0)
No comment.
 

Items in the repository are protected by copyright, with all rights reserved, unless otherwise indicated.