TY - GEN
T1 - Modeling Video Playback Power Consumption on Mobile Devices
AU - Turkkan, Bekir
AU - Raman, Adithya
AU - Kosar, Tevfik
N1 - Publisher Copyright:
© 2024 Copyright held by the owner/author(s).
PY - 2024/4/15
Y1 - 2024/4/15
N2 - Advancements in mobile hardware and streaming technologies enable high-quality video streaming for mobile users, but this comes at a cost: a boost in power consumption. Despite detailed studies on power consumption during acquisition, existing studies fall short of considering recent technologies and, hence, of accurately capturing video playback power consumption. This paper presents a novel method to model mobile video playback power consumption. First, we identify the major components contributing to power consumption during video playback on mobile devices. Then, we develop models for each component to estimate their power consumption. Our experimental results show that our combined model estimates power consumption with 91% mean accuracy. Furthermore, our model maintains its high accuracy on an unseen device, achieving 88% mean accuracy despite the hardware and screen heterogeneity.
AB - Advancements in mobile hardware and streaming technologies enable high-quality video streaming for mobile users, but this comes at a cost: a boost in power consumption. Despite detailed studies on power consumption during acquisition, existing studies fall short of considering recent technologies and, hence, of accurately capturing video playback power consumption. This paper presents a novel method to model mobile video playback power consumption. First, we identify the major components contributing to power consumption during video playback on mobile devices. Then, we develop models for each component to estimate their power consumption. Our experimental results show that our combined model estimates power consumption with 91% mean accuracy. Furthermore, our model maintains its high accuracy on an unseen device, achieving 88% mean accuracy despite the hardware and screen heterogeneity.
KW - Video streaming
KW - energy
KW - mobile devices
UR - https://www.scopus.com/pages/publications/85191982479
U2 - 10.1145/3652104.3652837
DO - 10.1145/3652104.3652837
M3 - Conference contribution
AN - SCOPUS:85191982479
T3 - GMSys 2024 - Proceedings of the 2nd International Workshop on Green Multimedia Systems, Part of: ACM MMSys 2024
SP - 22
EP - 28
BT - GMSys 2024 - Proceedings of the 2nd International Workshop on Green Multimedia Systems, Part of
PB - Association for Computing Machinery, Inc
T2 - 2nd International Workshop on Green Multimedia Systems, GMSys 2024, co-located with ACM MMSys 2024
Y2 - 18 April 2024 through 18 April 2024
ER -