How much battery does dark mode save?: an accurate OLED display power profiler for modern smartphones

Pranab Dash, Y. C. Hu
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引用次数: 14

Abstract

By omitting external lighting, OLED display significantly reduces the power draw compared to its predecessor LCD and has gained wide adoption in modern smartphones. The real potential of OLED in saving phone battery drain lies in exploiting app UI color design, i.e., how to design app UI to use pixel colors that result in low OLED display power draw. In this paper, we design and implement an accurate per-frame OLED display power profiler, PFOP, that helps developers to gain insight into the impact of different app UI design on its OLED power draw, and an enhanced Android Battery that helps phone users to understand and manage phone display energy drain, for example, from different app and display configurations such as dark mode and screen brightness. A major challenge in designing both tools is to develop an accurate and robust OLED display power model. We experimentally show that linear-regression-based OLED power models developed in the past decade cannot capture the unique behavior of OLED display hardware in modern smartphones which have a large color space and propose a new piecewise power model that achieves much better modeling accuracy than the prior-art by applying linear regression in each small regions of the vast color space. Using the two tools, we performed to our knowledge the first power saving measurement of the emerging dark mode for a set of popular Google Android apps.
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暗模式能节省多少电量?:为现代智能手机提供精确的OLED显示功率分析器
由于省去了外部照明,OLED显示屏比其前身LCD大幅降低了功耗,在现代智能手机中得到了广泛采用。OLED在节省手机电池耗电方面的真正潜力在于开发应用UI的色彩设计,即如何设计应用UI使用像素色彩,从而降低OLED显示的功耗。在本文中,我们设计并实现了一个精确的每帧OLED显示功耗分析器PFOP,它可以帮助开发者深入了解不同应用程序UI设计对OLED功耗的影响,以及一个增强的Android电池,帮助手机用户了解和管理手机显示功耗,例如,不同的应用程序和显示配置,如黑暗模式和屏幕亮度。设计这两种工具的一个主要挑战是开发一个准确而稳健的OLED显示功率模型。我们通过实验表明,过去十年开发的基于线性回归的OLED功率模型无法捕捉具有大色彩空间的现代智能手机中OLED显示硬件的独特行为,并提出了一种新的分段功率模型,该模型通过在广阔色彩空间的每个小区域应用线性回归,实现了比现有技术更好的建模精度。使用这两个工具,我们对一组流行的谷歌安卓应用程序的新兴暗模式进行了首次省电测量。
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