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作者:

Sun, Wei (Sun, Wei.) | Min, Xiongkuo (Min, Xiongkuo.) | Zhai, Guangtao (Zhai, Guangtao.) | Gu, Ke (Gu, Ke.) | Ma, Siwei (Ma, Siwei.) | Yang, Xiaokang (Yang, Xiaokang.)

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EI Scopus SCIE

摘要:

The power consumption of mobile devices is always a concern for users due to the constraints on the size and weight of mobile devices. Up to now, mobile video traffic has accounted for the majority of total traffic, which implies that viewing mobile videos has been the major activity when using mobile devices. Among all the subsystems involving in mobile video playback, the display is the most power consuming subsystem. To reduce the power consumption, dynamic backlight scaling (DBS) technique is developed by adjusting the backlight magnitude when playing the mobile video. However, the convenience of mobile devices makes lots of people watch mobile videos in various luminance environments, which makes the existing DBS methods ineffective since ambient luminance varies greatly. In this paper, we propose a novel DBS strategy to maximally enhance the battery power performance under various ambient luminance conditions through backlight magnitude adjusting, while without negatively impacting users' quality of experience (QoE). In particular, we conduct a series of subject quality assessment experiments to uncover the quantitative relationship among QoE, ambient luminance, video content luminance, and backlight luminance. We then investigate whether the continuous playback of backlight-scaled videos using the proposed scaling magnitude under various luminance environments would cause flicker effect or not. Motivated by the findings of these studies, we implement a novel DBS strategy for mobile energy saving which is suitable for various ambient luminance conditions. The experimental results demonstrate that the proposed DBS strategy can save more than 40 percent power at most and can save 10 percent power even at a very high ambient luminance condition. We also show that the proposed DBS strategy can be easily adapted to different user preferences and different devices, and can be conveniently integrated into practical applications.

关键词:

Satellite broadcasting Lighting energy saving Power demand Mobile handsets dynamic backlight scaling (DBS) Mobile video mobile video Quality of experience (QoE) Brightness Quality of experience

作者机构:

  • [ 1 ] [Sun, Wei]Shanghai Jiao Tong Univ, MoE Key Lab Artificial Intelligence, AI Inst, Shanghai 200240, Peoples R China
  • [ 2 ] [Min, Xiongkuo]Shanghai Jiao Tong Univ, MoE Key Lab Artificial Intelligence, AI Inst, Shanghai 200240, Peoples R China
  • [ 3 ] [Zhai, Guangtao]Shanghai Jiao Tong Univ, MoE Key Lab Artificial Intelligence, AI Inst, Shanghai 200240, Peoples R China
  • [ 4 ] [Yang, Xiaokang]Shanghai Jiao Tong Univ, MoE Key Lab Artificial Intelligence, AI Inst, Shanghai 200240, Peoples R China
  • [ 5 ] [Sun, Wei]Shanghai Jiao Tong Univ, Inst Image Commun & Informat Proc, Shanghai 200240, Peoples R China
  • [ 6 ] [Min, Xiongkuo]Shanghai Jiao Tong Univ, Inst Image Commun & Informat Proc, Shanghai 200240, Peoples R China
  • [ 7 ] [Zhai, Guangtao]Shanghai Jiao Tong Univ, Inst Image Commun & Informat Proc, Shanghai 200240, Peoples R China
  • [ 8 ] [Yang, Xiaokang]Shanghai Jiao Tong Univ, Inst Image Commun & Informat Proc, Shanghai 200240, Peoples R China
  • [ 9 ] [Gu, Ke]Beijing Univ Technol, Beijing Key Lab Computat Intelligence & Intellige, Engn Res Ctr Intelligent Percept & Autonomous Con, Fac Informat Technol,Minist Educ,Beijing Artifici, Beijing 100124, Peoples R China
  • [ 10 ] [Ma, Siwei]Peking Univ, Sch Elect Engn & Comp Sci, Inst Digital Media, Beijing 100871, Peoples R China

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来源 :

IEEE TRANSACTIONS ON MOBILE COMPUTING

ISSN: 1536-1233

年份: 2022

期: 1

卷: 21

页码: 110-124

7 . 9

JCR@2022

7 . 9 0 0

JCR@2022

ESI学科: COMPUTER SCIENCE;

ESI高被引阀值:46

JCR分区:1

中科院分区:2

被引次数:

WoS核心集被引频次: 14

SCOPUS被引频次: 15

ESI高被引论文在榜: 0 展开所有

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中文被引频次:

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