DocumentCode
20950
Title
On the MDP-Based Cost Minimization for Video-on-Demand Services in a Heterogeneous Wireless Network with Multihomed Terminals
Author
Jongwook Lee ; Saewoong Bahk
Author_Institution
Samsung Adv. Inst. of Technol., Yongin, South Korea
Volume
12
Issue
9
fYear
2013
fDate
Sept. 2013
Firstpage
1737
Lastpage
1749
Abstract
In this paper, we deal with a cost minimization problem for a multihomed mobile terminal that downloads and plays a video-on-demand (VoD) stream. The cost consists of the user´s dissatisfaction due to playback disruptions and communication cost for downloading the VoD stream. There are three components in our approach: parameter estimation, threshold adjustment, and threshold compensation. Since we do not assume any a priori knowledge about underlying random variables, necessary parameter values are estimated online. Using the resultant estimates, we formulate the problem as a Markov decision process (MDP) problem considering as if the random variables are exponentially distributed. To solve the MDP problem efficiently, we propose a threshold adjustment algorithm that exploits some structural properties of any optimal solution that are specific to our problem. Finally, to handle the cases where the random variables are not exponentially distributed, we propose a threshold compensation algorithm to compensate for the modeling error. Through extensive simulations, we compare the performance of our scheme with those of static threshold schemes.
Keywords
Markov processes; minimisation; parameter estimation; radio networks; video on demand; MDP-based cost minimization; Markov decision process; VoD stream; communication cost; heterogeneous wireless network; multihomed terminal; parameter estimation; structural properties; threshold adjustment; threshold compensation; user dissatisfaction; video-on-demand services; Markov processes; Minimization; Mobile communication; Mobile computing; Random variables; Servers; Wireless networks; Markov decision process; Multihoming; video-on-demand;
fLanguage
English
Journal_Title
Mobile Computing, IEEE Transactions on
Publisher
ieee
ISSN
1536-1233
Type
jour
DOI
10.1109/TMC.2012.139
Filename
6226412
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