Title :
Cloud-assisted streaming for low-latency applications
Author :
Zhu, Xiaoqing ; Zhu, Jiang ; Pan, Rong ; Prabhu, Mythili Suryanarayana ; Bonomi, Flavio
Author_Institution :
Adv. Archit. & Res., Cisco Syst. Inc., San Jose, CA, USA
fDate :
Jan. 30 2012-Feb. 2 2012
Abstract :
Media cloud services offer an unique opportunity for alleviating many of the technical challenges faced by mobile media streaming, especially for applications with stringent latency requirements. In this paper, we propose a novel cloud-assisted architecture for supporting low-latency mobile media streaming applications such as onling gaming and video conferencing. A media proxy at the cloud is envisioned to calculate the optimal media adaptation decisions on behalf of the mobile sender, based on past observations of packet delivery delays of each stream. The proxy-based intelligent frame skipping problem is formulated within the Markov Decisio Process (MDP) framework, which captures both the time-varying nature of video contents as well as bursty fluctuations in wireless channel conditions. The optimal frame skipping policy is calculated using the stochastic dynamic programing (SDP) approach, and is shown to consistently outperform greedy heuristic schemes. Our simulation studies further characterize how system performance is influenced by various key factors, such as application playout latency, network round-trip-time, and wireless link throughput.
Keywords :
Markov processes; cloud computing; dynamic programming; media streaming; mobile computing; stochastic programming; Markov decision process framework; application playout latency; cloud-assisted architecture; cloud-assisted streaming; greedy heuristic schemes; low-latency mobile media streaming applications; media cloud services; media proxy; network round-trip-time; online gaming; optimal media adaptation decisions; proxy-based intelligent frame skipping problem; stochastic dynamic programing approach; stream packet delivery delays; video conferencing; video contents; wireless channel conditions; wireless link throughput; Delay; Media; Mobile communication; Receivers; Streaming media; Throughput; Wireless communication; cloud computing; low latency media streaming; mobile video conferencing; video adaptation;
Conference_Titel :
Computing, Networking and Communications (ICNC), 2012 International Conference on
Conference_Location :
Maui, HI
Print_ISBN :
978-1-4673-0008-7
Electronic_ISBN :
978-1-4673-0723-9
DOI :
10.1109/ICCNC.2012.6167565