Quality Enhanced Multimedia Content Delivery for Mobile Cloud with Deep Reinforcement Learning
Joint Authors
Saleem, Muhammad
Saleem, Yasir
Asif, H. M. Shahzad
Saleem Mian, M.
Source
Wireless Communications and Mobile Computing
Issue
Vol. 2019, Issue 2019 (31 Dec. 2019), pp.1-15, 15 p.
Publisher
Hindawi Publishing Corporation
Publication Date
2019-07-18
Country of Publication
Egypt
No. of Pages
15
Main Subjects
Information Technology and Computer Science
Abstract EN
The importance of multimedia streaming using mobile devices has increased considerably.
The dynamic adaptive streaming over HTTP is an efficient scheme for bitrate adaptation in which video is segmented and stored in different quality levels.
The multimedia streaming with limited bandwidth and varying network environment for mobile users affects the user quality of experience.
We have proposed an adaptive rate control using enhanced Double Deep Q-Learning approach to improve multimedia content delivery by switching quality level according to the network, device, and environment conditions.
The proposed algorithm is thoroughly evaluated against state-of-the-art heuristic and learning-based algorithms.
The performance metrics such as PSNR, SSIM, quality of experience, rebuffering frequency, and quality variations are evaluated.
The results are obtained using real network traces which shows that the proposed algorithm outperforms the other schemes in all considered quality metrics.
The proposed algorithm provides faster convergence to the optimal solution as compared to other algorithms considered in our work.
American Psychological Association (APA)
Saleem, Muhammad& Saleem, Yasir& Asif, H. M. Shahzad& Saleem Mian, M.. 2019. Quality Enhanced Multimedia Content Delivery for Mobile Cloud with Deep Reinforcement Learning. Wireless Communications and Mobile Computing،Vol. 2019, no. 2019, pp.1-15.
https://search.emarefa.net/detail/BIM-1212154
Modern Language Association (MLA)
Saleem, Muhammad…[et al.]. Quality Enhanced Multimedia Content Delivery for Mobile Cloud with Deep Reinforcement Learning. Wireless Communications and Mobile Computing No. 2019 (2019), pp.1-15.
https://search.emarefa.net/detail/BIM-1212154
American Medical Association (AMA)
Saleem, Muhammad& Saleem, Yasir& Asif, H. M. Shahzad& Saleem Mian, M.. Quality Enhanced Multimedia Content Delivery for Mobile Cloud with Deep Reinforcement Learning. Wireless Communications and Mobile Computing. 2019. Vol. 2019, no. 2019, pp.1-15.
https://search.emarefa.net/detail/BIM-1212154
Data Type
Journal Articles
Language
English
Notes
Includes bibliographical references
Record ID
BIM-1212154