Bekir Turkkan
ABSTRACT
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.
- 2020. DASH Industry Forum. https://dashif.org/Google Scholar
- 2020. Google ExoPlayer. https://github.com/google/ExoPlayerGoogle Scholar
- 2020. Monsoon High Voltage Power Monitor. Retrieved August 19, 2020 from https://www.msoon.com/online-store/High-Voltage-Power-Monitor-Part-Number-AAA10F-p90002590Google Scholar
- 2021. Test Media. Retrieved August 19, 2021 from https://media.xiph.org/Google Scholar
- 2023. Encoding For Streaming Sites. https://trac.ffmpeg.org/wiki/EncodingForStreamingSitesGoogle Scholar
- 2023. Ericsson Mobility Report, 2023. https://www.ericsson.com/49dd9d/assets/local/reports-papers/mobility-report/documents/2023/ericsson-mobility-report-june-2023.pdfGoogle Scholar
- 2023. iPhone 13 series battery life revealed. https://www.phonearena.com/news/apple-iphone-13-series-battery-capacities-leaked_id132514Google Scholar
- 2024. Glide Slider. https://github.com/firdausmaulan/GlideSliderGoogle Scholar
- 2024. OpenCV. https://docs.opencv.org/4.x/index.htmlGoogle Scholar
- Samira Afzal, Narges Mehran, Zoha Azimi Ourimi, Farzad Tashtarian, Hadi Amirpour, R.-C. Prodan, and Christian Timmerer. 2024. A Survey on Energy Consumption and Environmental Impact of Video Streaming. ArXiv abs/2401.09854 (2024). https://api.semanticscholar.org/CorpusID:267035135Google Scholar
- A. Anastasov. 2023. Galaxy S22 battery life & tests: upgrade or disappointment?Google Scholar
- Apple. 2023. Power and Battery.Google Scholar
- X. Chen, T. Tan, and G. Cao. 2019. Energy-Aware and Context-Aware Video Streaming on Smartphones. In 2019 IEEE 39th International Conference on Distributed Computing Systems (ICDCS). 861--870.Google Scholar
- P. Dash and C. Hu. 2021. How Much Battery Does Dark Mode Save? An Accurate OLED Display Power Profiler for Modern Smartphones. In Proceedings of the 19th Annual International Conference on Mobile Systems, Applications, and Services (MobiSys '21). Association for Computing Machinery, New York, NY, USA, 323--335. Google ScholarDigital Library
- Android Documentation. 2023. Battery Manager.Google Scholar
- C. Herglotz, S. Coulombe, C. Vazquez, A. Vakili, A. Kaup, and J. Grenier. 2020. Power Modeling for Video Streaming Applications on Mobile Devices. IEEE Access 8 (2020), 70234--70244.Google ScholarCross Ref
- M. Schuchhardt, S. Jha, R. Ayoub, M. Kishinevsky, and G. Memik. 2015. Optimizing Mobile Display Brightness by Leveraging Human Visual Perception. In Proceedings of the 2015 International Conference on Compilers, Architecture and Synthesis for Embedded Systems (Amsterdam, The Netherlands) (CASES '15). IEEE Press, 11--20.Google Scholar
- L. Sun, R. Sheshadri, W. Zheng, and D. Koutsonikolas. 2014. Modeling WiFi Active Power/Energy Consumption in Smartphones. In 2014 IEEE 34th International Conference on Distributed Computing Systems. 41--51. Google ScholarDigital Library
- B. Turkkan, T. Dai, A. Raman, T. Kosar, C. Chen, M. Bulut, J. Zola, and D. Sow. 2022. GreenABR: Energy-Aware Adaptive Bitrate Streaming with Deep Reinforcement Learning. In Proceedings of the 13th ACM Multimedia Systems Conference (Athlone, Ireland) (MMSys '22). Association for Computing Machinery, New York, NY, USA, 150--163. Google ScholarDigital Library
- C. Yue, S. Sen, B. Wang, Y. Qin, and F. Qian. 2020. Energy Considerations for ABR Video Streaming to Smartphones: Measurements, Models and Insights. Google ScholarDigital Library
- L. Zou, A. Javed, and G. Muntean. 2017. Smart mobile device power consumption measurement for video streaming in wireless environments: WiFi vs. LTE. In 2017 IEEE International Symposium on Broadband Multimedia Systems and Broadcasting (BMSB). 1--6. Google ScholarCross Ref
Index Terms
- Modeling Video Playback Power Consumption on Mobile Devices
Recommendations
Video streaming to mobile handheld devices: challenges in decoding, adaptation, and browsing
MCAM'07: Proceedings of the 2007 international conference on Multimedia content analysis and miningGrowing popularity and richer functionality of contemporary mobile handheld devices such as PDAs and smart phones have enabled emerging video streaming applications to these devices via various wireless networks. However, these handheld devices are ...
Online OLED dynamic voltage scaling for video streaming applications on mobile devices
CODES+ISSS '13: Proceedings of the Ninth IEEE/ACM/IFIP International Conference on Hardware/Software Codesign and System SynthesisWhile OLED is replacing LCD and becoming the display of choice for mobile devices, display still consumes a large portion of total mobile device's power. Reducing OLED display power is of paramount importance for battery-powered mobile devices. With the ...
Low Power Consumption Solutions for Mobile Instant Messaging
Instant messaging (IM) services enable real-time text and multimedia exchange and online presence awareness. Users typically log onto instant messaging services persistently to discover available friends and also to be discovered. However, our analysis ...
Comments