Catalog Home Page

Using simulated annealing for improved video bandwidth prediction

Kalampogia, A. and Koutsakis, P. (2017) Using simulated annealing for improved video bandwidth prediction. In: 2017 IEEE Conference on Computer Communications Workshops (INFOCOM WKSHPS), 1 - 4 May 2017, Atlanta, GA

Link to Published Version: https://doi.org/10.1109/INFCOMW.2017.8116462
*Subscription may be required

Abstract

The strain imposed by the bandwidth demands of multimedia applications on wired and wireless networks calls for efficient novel solutions to the problem of network resource allocation, to avoid significant packet losses. In this letter, we focus on a large variety of MPEG-4, H.264 and H.265-encoded video traces. We use the metaheuristic technique of Simulated Annealing to predict the size of B-frames, and compare it against an existing approach from the literature. B-frame size prediction can be used in order to reduce bandwidth requirements and smoothen the encoded video stream, by selective B-frame dropping. We show that Simulated Annealing can significantly improve the prediction accuracy.

Publication Type: Conference Paper
Murdoch Affiliation: School of Engineering and Information Technology
URI: http://researchrepository.murdoch.edu.au/id/eprint/40047
Item Control Page Item Control Page