当地能源合作社的电力消费数据集
Francisco Monteiro1, Rafael Oliveira2, João Almeida3
1Instituto de Telecomunicações, DETI - Universidade de Aveiro, Campus Universitário de Santiago, 3810-193 Aveiro, Portugal.
Data in brief
|April 16, 2024
概括
这项研究引入了葡萄牙社区家庭能源消耗和当地天气数据的新数据集. 这些数据可以研究能源效率和社区电力使用模式.
科学领域:
- 能源研究能源研究
- 环境科学环境科学
- 数据科学是数据科学.
背景情况:
- 能源研究的现实数据很少.
- 建筑能源消耗数据对电网效率和社区能源洞察有价值.
- 现有的数据集往往缺乏详细的,地理相关的信息.
研究的目的:
- 介绍葡萄牙172个地理上相邻的家庭的新能源消费数据集.
- 将当地天气数据与家庭能源测量相结合.
- 促进能源效率研究,人工智能模型培训和社区能源规划.
主要方法:
- 收集172个家庭的颗粒式能源消耗数据.
- 获取同一个时期和地点的相应的当地天气数据.
- 数据结构化,以便分析建筑间的关系和社区一级的消费模式.
主要成果:
- 现在可以获得一个全面的数据集,将家庭能源使用与当地的天气参数联系起来.
- 这些数据允许分析能源消耗变化及其与天气条件的相关性.
- 该数据集支持对机器学习算法的探索,用于能源预测和分析.
结论:
- 提供的数据集为研究人员和电网运营商提供了显著的附加值.
- 它可以更深入地了解社区能源动态和天气对消费的影响.
- 这些数据可以有效地重复使用,用于开发先进的能源管理策略和人工智能驱动的解决方案.
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