Power Control for Wireless VBR Video Streaming: From Optimization to Reinforcement Learning

In this paper, we investigate the problem of power control for streaming variable bit rate (VBR) videos over wireless links. A system model involving a transmitter (e.g., a base station) that sends VBR video data to a receiver (e.g., a mobile user) equipped with a playout buffer is adopted, as used...

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Bibliographic Details
Published in:	IEEE transactions on communications Vol. 67; no. 8; pp. 5629 - 5644
Main Authors:	Ye, Chuang, Gursoy, M. Cenk, Velipasalar, Senem
Format:	Journal Article
Language:	English
Published:	New York IEEE 01.08.2019 The Institute of Electrical and Electronics Engineers, Inc. (IEEE)
Subjects:	Adaptive control Algorithms Bit rate Buffer storage Buffers Completion time Computer simulation Control systems Digital media Dynamic programming Energy consumption Machine learning Optimization playout buffer overflow playout buffer underflow Policies Power consumption Power control Receivers reinforcement learning Streaming media variable bit rate (VBR) video Video data video streaming Video transmission Windows (intervals) Wireless communication
ISSN:	0090-6778, 1558-0857
Online Access:	Get full text
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