A Survey on Energy Consumption and Environmental Impact of Video Streaming

S Afzal, N Mehran, ZA Ourimi, F Tashtarian… - arXiv preprint arXiv …, 2024 - arxiv.org
Climate change challenges require a notable decrease in worldwide greenhouse gas
(GHG) emissions across technology sectors. Digital technologies, especially video …

Towards the availability of video communication in artificial intelligence-based computer vision systems utilizing a multi-objective function

YO Sharrab, I Alsmadi, NJ Sarhan - Cluster Computing, 2022 - Springer
Availability is one of the three main goals of information security. This paper contributes to
systems' availability by introducing an optimization model for the adaptation (controlling the …

[PDF][PDF] Streaming Against the Environment: Digital Infrastructures, Video Compression, and the Environmental Footprint of Video Streaming

M Jancovic, J Keilbach - 2023 - library.oapen.org
Building on an infrastructural approach, this chapter investigates the environmental impact
of video streaming. It clarifies some of the less obvious relationships between media …

Towards AI-Assisted Sustainable Adaptive Video Streaming Systems: Tutorial and Survey

R Farahani, Z Azimi, C Timmerer, R Prodan - arXiv preprint arXiv …, 2024 - arxiv.org
Improvements in networking technologies and the steadily increasing numbers of users, as
well as the shift from traditional broadcasting to streaming content over the Internet, have …

Energy consumption models for smart camera networks

JC SanMiguel, A Cavallaro - … on Circuits and Systems for Video …, 2016 - ieeexplore.ieee.org
Camera networks require heavy visual data processing and high-bandwidth communication.
In this paper, we identify key factors underpinning the development of resource-aware …

[PDF][PDF] Machine learning-based energy consumption modeling and comparing of H. 264 and Google VP8 encoders

YO Sharrab, M Alsmirat, B Hawashin… - International Journal of …, 2021 - academia.edu
Advancement of the prediction models used in a variety of fields is a result of the contribution
of machine learning approaches. Utilizing such modeling in feature engineering is …

A bit stream feature-based energy estimator for HEVC software encoding

G Ramasubbu, A Kaup… - 2022 Picture Coding …, 2022 - ieeexplore.ieee.org
The total energy consumption of today's video coding systems is globally significant and
emphasizes the need for sustainable video coder applications. To develop such sustainable …

Optimizing power consumption of mobile devices for video streaming over 4G LTE networks

J Zhang, ZJ Wang, Z Quan, J Yin, Y Chen… - Peer-to-Peer Networking …, 2018 - Springer
While the video streaming technique and 4G LTE networks are developing rapidly, the
advancement of the battery technology, however, is relatively slow. Existing works have paid …

Optimizing Clustering Approaches in Cloud Environments.

AR Al-Ghuwairi, D Al-Fraihat… - … of Interactive Mobile …, 2023 - search.ebscohost.com
This study focuses on the challenge of developing abstract models to differentiate various
cloud resources. It explores the advancements in cloud products that offer specialized …

Video coding deep learning-based modeling for long life video streaming over next network generation

M Alsmirat, Y Sharrab, M Tarawneh, S Al-shboul… - Cluster …, 2023 - Springer
Availability is one of the primary goals of smart networks, especially, if the network is under
heavy video streaming traffic. In this paper, we propose a deep learning based methodology …