TY - JOUR
T1 - Dynamic resource allocation for streaming scalable videos in SDN-Aided dense small-cell networks
AU - Yang, Jian
AU - Yang, Bowen
AU - Chen, Shuangwu
AU - Zhang, Yongdong
AU - Zhang, Yanyong
AU - Hanzo, Lajos
N1 - Funding Information:
Manuscript received May 15, 2018; revised October 4, 2018; accepted November 21, 2018. Date of publication November 28, 2018; date of current version March 15, 2019. J. Yang would like to acknowledge the financial support of National Natural Science of China (No. 61573329), Equipment pre-Research Project (No. 6141B0801010a), National Defense Science and Technology Fund for Distinguished Young Scholars (2017-JCJQ-ZQ-022) and Youth Innovation Promotion Association CAS. L. Hanzo would like to acknowledge the financial support of the EPSRC projects EP/Noo4558/1, EP/PO34284/1, of the Royal Society’s GRFC Grant as well as of the European Research Council’s Advanced Fellow Grant QuantCom. The associate editor coordinating the review of this paper and approving it for publication was L. Huang. (Corresponding author: Lajos Hanzo.) J. Yang, B. Yang, S. Chen, and Y. Zhang are with the School of Information Science and Technology, University of Science and Technology of China, Hefei 230027, China (e-mail: jianyang@ustc.edu.cn).
Publisher Copyright:
© 1972-2012 IEEE.
PY - 2019/3
Y1 - 2019/3
N2 - Both wireless small-cell communications and software-defined networking (SDN) in wired systems continue to evolve rapidly, aiming for improving the quality of experience (QoE) of users. Against this emerging landscape, we conceive scalable video streaming over SDN-aided dense smell-cell networks by jointly optimizing the video layer selection, the wireless resource allocation, and the dynamic routing of video streams. In the light of this ambitious objective, we conceive a dense software-defined small-cell network architecture for the fine-grained manipulation of the video streams relying on the cooperation of small-cell base stations. Based on this framework, we formulate the scalable video streaming problem as maximizing the time-averaged QoE subject to a specific time-averaged rate constraint as well as to a resource constraint. By employing the classic Lyapunov optimization method, the problem is further decomposed into the twin sub-problems of video layer selection and wireless resource allocation. Via solving these sub-problems, we derive a video layer selection strategy and a wireless resource allocation algorithm. Furthermore, we propose a beneficial routing policy for scalable video streams with the aid of the so-called segment routing technique in the context of SDN, which additionally exploits the collaboration of small-cell base stations. Our results demonstrate compelling performance improvements compared with the classic PID control theory-based method.
AB - Both wireless small-cell communications and software-defined networking (SDN) in wired systems continue to evolve rapidly, aiming for improving the quality of experience (QoE) of users. Against this emerging landscape, we conceive scalable video streaming over SDN-aided dense smell-cell networks by jointly optimizing the video layer selection, the wireless resource allocation, and the dynamic routing of video streams. In the light of this ambitious objective, we conceive a dense software-defined small-cell network architecture for the fine-grained manipulation of the video streams relying on the cooperation of small-cell base stations. Based on this framework, we formulate the scalable video streaming problem as maximizing the time-averaged QoE subject to a specific time-averaged rate constraint as well as to a resource constraint. By employing the classic Lyapunov optimization method, the problem is further decomposed into the twin sub-problems of video layer selection and wireless resource allocation. Via solving these sub-problems, we derive a video layer selection strategy and a wireless resource allocation algorithm. Furthermore, we propose a beneficial routing policy for scalable video streams with the aid of the so-called segment routing technique in the context of SDN, which additionally exploits the collaboration of small-cell base stations. Our results demonstrate compelling performance improvements compared with the classic PID control theory-based method.
KW - Dense small-cell
KW - resource allocation
KW - scalable video streaming
KW - segment routing
KW - software-defined networking
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U2 - 10.1109/TCOMM.2018.2883627
DO - 10.1109/TCOMM.2018.2883627
M3 - Article
AN - SCOPUS:85057825412
SN - 0090-6778
VL - 67
SP - 2114
EP - 2129
JO - IEEE Transactions on Communications
JF - IEEE Transactions on Communications
IS - 3
M1 - 8550755
ER -