This paper examines the analysis of package power consumption using Intel's telemetry data. It challenges the prevailing belief that hardware choice is the primary determinant of a device's power consumption and instead emphasizes the significant role of user behavior. The paper includes two sections: Exploratory Data Analysis (EDA) and a linear model for power consumption. The EDA section provides valuable insights from Intel's telemetry data, comparing power consumption across countries, with a specific focus on power consumption patterns in the US and China. Our simple linear model affirms those patterns and highlight the possible importance of user behavior and its influence on power consumption. Ultimately, the paper underscores the need to understand power consumption patterns and identifies areas where stakeholders like Intel can make improvements to reduce environmental impact effectively and efficiently.
翻译:本文研究了利用英特尔遥测数据对封装功耗的分析。文章挑战了硬件选择是设备功耗主要决定因素的普遍观点,转而强调用户行为的显著作用。论文包含两个部分:探索性数据分析(EDA)和功耗线性模型。EDA部分从英特尔遥测数据中提取了有价值的见解,比较了不同国家的功耗情况,并特别聚焦于美国和中国的功耗模式。我们构建的简单线性模型验证了这些模式,并凸显了用户行为及其对功耗影响的潜在重要性。最终,本文强调理解功耗模式的必要性,并指出了像英特尔这样的利益相关方可以有效且高效地改进以减少环境影响的领域。