Quality Adaptation and Resource Allocation for Scalable Video in D2D Communication Networks
Recently fifth-generation (5G) of cellular networks appeared to enable various smart bandwidth thirsty applications. Frequency re-usability via device-to-device (D2D) communication is one of the possible ways to enhance the 5G network throughput. However, despite these technological advancements in...
| Main Authors: | , , , , , |
|---|---|
| Format: | Article |
| Language: | English |
| Published: |
IEEE
2020-01-01
|
| Series: | IEEE Access |
| Subjects: | |
| Online Access: | https://ieeexplore.ieee.org/document/9025079/ |
| _version_ | 1819120869955338240 |
|---|---|
| author | Saeed Ullah Kitae Kim Aunas Manzoor Latif U. Khan S. M. Ahsan Kazmi Choong Seon Hong |
| author_facet | Saeed Ullah Kitae Kim Aunas Manzoor Latif U. Khan S. M. Ahsan Kazmi Choong Seon Hong |
| author_sort | Saeed Ullah |
| collection | DOAJ |
| description | Recently fifth-generation (5G) of cellular networks appeared to enable various smart bandwidth thirsty applications. Frequency re-usability via device-to-device (D2D) communication is one of the possible ways to enhance the 5G network throughput. However, despite these technological advancements in cellular networks, users' Quality of Experience (QoE) is significantly affected by video quality adaptation according to future network conditions for video streaming. In this paper, we jointly formulate D2D pair association, video quality adaptation, and network resource allocation for scalable video streaming in a D2D communication network. The formulated problem is a mixed-integer linear programming problem and has a combinatorial nature. Thus, the formulated problem is decomposed into two subproblems: D2D pair association subproblem and resource allocation subproblem. The D2D pair association subproblem is a combinatorial optimization problem, to solve it a distributed algorithm is proposed based on two sided-matching theory. On the other hand, resource allocation subproblem is solved using conventional linear optimization techniques to get the boundary solution. Furthermore, a fully distributed quality adaptation scheme is presented using the proposed resource allocation algorithm for layered video. To validate the performance of our proposal, we perform numerical simulations for various scenarios. |
| first_indexed | 2024-12-22T06:27:32Z |
| format | Article |
| id | doaj.art-5e520728c4954befac7f19df54648721 |
| institution | Directory Open Access Journal |
| issn | 2169-3536 |
| language | English |
| last_indexed | 2024-12-22T06:27:32Z |
| publishDate | 2020-01-01 |
| publisher | IEEE |
| record_format | Article |
| series | IEEE Access |
| spelling | doaj.art-5e520728c4954befac7f19df546487212022-12-21T18:35:48ZengIEEEIEEE Access2169-35362020-01-018480604807310.1109/ACCESS.2020.29785449025079Quality Adaptation and Resource Allocation for Scalable Video in D2D Communication NetworksSaeed Ullah0https://orcid.org/0000-0001-8946-7640Kitae Kim1https://orcid.org/0000-0002-5692-1189Aunas Manzoor2https://orcid.org/0000-0003-4998-9748Latif U. Khan3https://orcid.org/0000-0002-7678-6949S. M. Ahsan Kazmi4https://orcid.org/0000-0001-7138-8258Choong Seon Hong5https://orcid.org/0000-0003-3484-7333Department of Computer Science and Engineering, Kyung Hee University, Yongin-Si, South KoreaDepartment of Computer Science and Engineering, Kyung Hee University, Yongin-Si, South KoreaDepartment of Computer Science and Engineering, Kyung Hee University, Yongin-Si, South KoreaDepartment of Computer Science and Engineering, Kyung Hee University, Yongin-Si, South KoreaDepartment of Computer Science and Engineering, Kyung Hee University, Yongin-Si, South KoreaDepartment of Computer Science and Engineering, Kyung Hee University, Yongin-Si, South KoreaRecently fifth-generation (5G) of cellular networks appeared to enable various smart bandwidth thirsty applications. Frequency re-usability via device-to-device (D2D) communication is one of the possible ways to enhance the 5G network throughput. However, despite these technological advancements in cellular networks, users' Quality of Experience (QoE) is significantly affected by video quality adaptation according to future network conditions for video streaming. In this paper, we jointly formulate D2D pair association, video quality adaptation, and network resource allocation for scalable video streaming in a D2D communication network. The formulated problem is a mixed-integer linear programming problem and has a combinatorial nature. Thus, the formulated problem is decomposed into two subproblems: D2D pair association subproblem and resource allocation subproblem. The D2D pair association subproblem is a combinatorial optimization problem, to solve it a distributed algorithm is proposed based on two sided-matching theory. On the other hand, resource allocation subproblem is solved using conventional linear optimization techniques to get the boundary solution. Furthermore, a fully distributed quality adaptation scheme is presented using the proposed resource allocation algorithm for layered video. To validate the performance of our proposal, we perform numerical simulations for various scenarios.https://ieeexplore.ieee.org/document/9025079/5Gvideo quality adaptationvideo streaminglayered videoH.264/AVCSVC |
| spellingShingle | Saeed Ullah Kitae Kim Aunas Manzoor Latif U. Khan S. M. Ahsan Kazmi Choong Seon Hong Quality Adaptation and Resource Allocation for Scalable Video in D2D Communication Networks IEEE Access 5G video quality adaptation video streaming layered video H.264/AVC SVC |
| title | Quality Adaptation and Resource Allocation for Scalable Video in D2D Communication Networks |
| title_full | Quality Adaptation and Resource Allocation for Scalable Video in D2D Communication Networks |
| title_fullStr | Quality Adaptation and Resource Allocation for Scalable Video in D2D Communication Networks |
| title_full_unstemmed | Quality Adaptation and Resource Allocation for Scalable Video in D2D Communication Networks |
| title_short | Quality Adaptation and Resource Allocation for Scalable Video in D2D Communication Networks |
| title_sort | quality adaptation and resource allocation for scalable video in d2d communication networks |
| topic | 5G video quality adaptation video streaming layered video H.264/AVC SVC |
| url | https://ieeexplore.ieee.org/document/9025079/ |
| work_keys_str_mv | AT saeedullah qualityadaptationandresourceallocationforscalablevideoind2dcommunicationnetworks AT kitaekim qualityadaptationandresourceallocationforscalablevideoind2dcommunicationnetworks AT aunasmanzoor qualityadaptationandresourceallocationforscalablevideoind2dcommunicationnetworks AT latifukhan qualityadaptationandresourceallocationforscalablevideoind2dcommunicationnetworks AT smahsankazmi qualityadaptationandresourceallocationforscalablevideoind2dcommunicationnetworks AT choongseonhong qualityadaptationandresourceallocationforscalablevideoind2dcommunicationnetworks |