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  4. Green streaming through utilization of AI-based content aware encoding
 
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2022
Conference Paper
Title

Green streaming through utilization of AI-based content aware encoding

Abstract
With the growing usage of high quality HD and ultra HD video content, adaptive bitrate streaming and constantly increasing demand for bitrates and distribution bandwidth, energy consumption and related costs grow exponentially in parallel. As such, it is vital to reduce the overall energy consumption of online video streaming. In this paper we aim to investigate, which parameters influence energy consumption for video streaming, on the client (device) side, as well as during encoding. To conduct this systematic investigation, we have set up a reproducible measurement environment that closely resembles real-world conditions, with different client devices, and video encoding workflows, each connected to energy measurement devices. In an advanced step, we additionally examine the effect of content aware encoding methods on power consumption, using an AI-based perscene encoding solution. Finally, we discuss and evaluate the measurements and offer recommendations to reduce overall CO2 emissions for video streaming.
Author(s)
Seeliger, Robert  orcid-logo
Fraunhofer-Institut für Offene Kommunikationssysteme FOKUS  
Müller, Christoph
Fraunhofer-Institut für Offene Kommunikationssysteme FOKUS  
Arbanowski, Stefan  
Fraunhofer-Institut für Offene Kommunikationssysteme FOKUS  
Mainwork
IEEE International Conference on Internet of Things and Intelligence Systems, IoTaIS 2022. Proceedings  
Conference
International Conference on Internet of Things and Intelligence Systems 2022  
File(s)
Download (2.53 MB)
Rights
Use according to copyright law
DOI
10.1109/IoTaIS56727.2022.9975919
10.24406/publica-661
Language
English
Fraunhofer-Institut für Offene Kommunikationssysteme FOKUS  
Keyword(s)
  • green communications

  • energy-efficiency

  • video encoding

  • machine learning

  • streaming workflow optimization

  • adaptive bitrate streaming

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