希腊家庭电力消费:基于社会经济特征的数据集
Stavros Mischos1, Nikolaos Virtsionis Gkalinikis1, Aikaterini Manolopoulou2
1Aristotle University of Thessaloniki, School of Informatics, Greece.
Data in brief
|June 29, 2023
概括
这项研究创建了来自希腊的家庭电力消费数据集,分析了居住者行为和家庭属性等因素. 这些数据提供了对能源使用模式的见解,在当前的能源危机中非常有价值.
科学领域:
- 环境科学 环境科学
- 能源政策 能源政策
- 社会学 社会学 社会学
背景情况:
- 家庭电力消耗受到各种因素的影响,包括居住者的行为,社会经济地位和财产特征.
- 了解这些驱动因素对于制定有效的节能战略和政策至关重要.
- 需要一个全面的数据集来分析影响住宅能源使用的复杂关系.
研究的目的:
- 创建并展示希腊家庭电力消耗的详细数据集.
- 促进对影响住宅能源使用的因素的研究.
- 为解决当前的能源危机提供数据驱动的见解.
主要方法:
- 通过对希腊104个家庭的匿名调查收集数据,包括26个问题和188个数据点.
- 将属性分类为家庭属性,居住者的社会经济特征,与能源相关的行为和天气预测的位置.
- 应用数据增强技术来计算二次特征集,发现非微不足道的数据关系.
主要成果:
- 数据集包括原始属性和增强功能,为分析提供了丰富的资源.
- 确定了影响电力消耗的关键因素,如家庭类型,居住人口统计,收入和与能源相关的行为.
- 这些数据可以探索社会经济因素,家庭特征和能源消费模式之间的相关性.
结论:
- 开发的数据集为寻求了解和管理住宅电力消耗的研究人员和政策制定者提供了有价值的工具.
- 从这些数据中获得的见解可以为有针对性的干预提供信息,以促进能源效率和减轻能源危机的影响.
- 该研究强调了多方面的方法的重要性,在能源消耗分析中考虑了社会经济,行为和财产相关因素.
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