Satisfying Energy-Efficiency Constraints for Mobile Systems

IF 7.7 2区 计算机科学 Q1 COMPUTER SCIENCE, INFORMATION SYSTEMS IEEE Transactions on Mobile Computing Pub Date : 2024-08-21 DOI:10.1109/TMC.2024.3447026
Xueliang Li;Shicong Hong;Junyang Chen;Junkai Ji;Chengwen Luo;Guihai Yan;Zhibin Yu;Jianqiang Li
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Abstract

Energy-efficiency is one of the most important design criteria for mobile systems, such as smartphones and tablets. But current mobile systems always over-provision resources to satisfy users. The root cause is that, we have no knowledge on how much of system performance/energy will exactly satisfy users. Psychophysics defines the quantified link between physical stimuli and human-perceived stimuli. So, we will leverage psychophysics to study the quantified correlation between computer architecture resources (i.e., physical stimuli) and user satisfaction (i.e., human-perceived stimuli). We then exploit such correlation to precisely apportion resources to operate tasks and accurately satisfy users. Benefiting from our precisely-defined user satisfaction criteria and well-designed algorithms, we can reduce energy consumption of computer architectures by up to 42.9% without harming user experience. To the best of our knowledge, we for the first time theoretically and accurately model such substantial correlation. Our work opens a new research domain for fundamentally improving mobiles’ energy-efficiency.
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满足移动系统的能效约束
能效是智能手机和平板电脑等移动系统最重要的设计标准之一。但目前的移动系统总是为了满足用户需求而过度提供资源。根本原因在于,我们不知道系统的性能/能耗究竟能满足用户多少需求。心理物理学定义了物理刺激与人类感知刺激之间的量化联系。因此,我们将利用心理物理学来研究计算机架构资源(即物理刺激)与用户满意度(即人类感知刺激)之间的量化关联。然后,我们将利用这种相关性来精确分配资源以执行任务,并准确地满足用户的需求。得益于我们精确定义的用户满意度标准和精心设计的算法,我们可以在不损害用户体验的情况下将计算机架构的能耗降低高达 42.9%。据我们所知,我们首次从理论上准确地模拟了这种实质性的相关性。我们的工作为从根本上提高手机能效开辟了一个新的研究领域。
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来源期刊
IEEE Transactions on Mobile Computing
IEEE Transactions on Mobile Computing 工程技术-电信学
CiteScore
12.90
自引率
2.50%
发文量
403
审稿时长
6.6 months
期刊介绍: IEEE Transactions on Mobile Computing addresses key technical issues related to various aspects of mobile computing. This includes (a) architectures, (b) support services, (c) algorithm/protocol design and analysis, (d) mobile environments, (e) mobile communication systems, (f) applications, and (g) emerging technologies. Topics of interest span a wide range, covering aspects like mobile networks and hosts, mobility management, multimedia, operating system support, power management, online and mobile environments, security, scalability, reliability, and emerging technologies such as wearable computers, body area networks, and wireless sensor networks. The journal serves as a comprehensive platform for advancements in mobile computing research.
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