GreenHub

GreenHub 是一个大规模协作采集的 Android 设备能耗和性能监测数据集，由 GreenHub 项目通过其 BatteryHub 应用收集真实世界的移动设备数据构成。该数据集包含超过千万条匿名采样记录，涵盖电池耗电情况、传感器状态、内存使用情况、电池电压与温度、运行进程信息、设备型号与网络状态等多维度特征，可用于分析移动操作系统的能耗行为、性能趋势、应用特性对耗电的影响等问题。该数据通过众包方式获得，适合能耗分析、性能优化研究、机器学习建模和移动软件工程研究等任务，并支持通过 API 或下载原始 CSV/Parquet 格式进行访问和分析。GreenHub is a large-scale collaboratively collected Android device energy consumption and performance monitoring dataset, which is composed of real-world mobile device data gathered by the GreenHub project through its BatteryHub application. This dataset contains over ten million anonymized sampling records, covering multi-dimensional features including battery power consumption, sensor status, memory usage, battery voltage and temperature, running process information, device model, network status, and more. It can be used to analyze issues such as the energy consumption behavior of mobile operating systems, performance trends, and the impact of application characteristics on power consumption. Obtained via crowdsourcing, this dataset is suitable for tasks including energy consumption analysis, performance optimization research, machine learning modeling, and mobile software engineering research. It also supports access and analysis through APIs or by downloading raw CSV/Parquet formatted files.

搜集汇总

背景与挑战

背景概述

GreenHub数据集发布于2020年8月，包含Android设备能耗的原始数据，以分页的parquet文件格式提供，可通过Kaggle平台下载。数据集的具体模式和内容需查阅相关论文获取详细信息。