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arXiv 2012.06446cs.DB
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SEGSys:用于能源领域分割分析的映射系统

SEGSys: A mapping system for segmentation analysis in energy

Xiufeng Liu, Rongling Li, Yi Wang, Per Sieverts Nielsen

摘要:

客户细分分析可以为住宅建筑的能源效率提供有价值的见解。本文提出了一种映射系统,SEGSys,使分割分析在个人和邻居的水平。SEGSys支持根据客户的日常消费模式和消费强度对客户进行线上和线下分类。它还支持根据单个家庭或社区的客户的社会特征以及空间几何形状进行细分分析。SEGSys使用三层体系结构来建模分段系统,包括数据层、服务层和表示层。数据层将数据建模为数据仓库内的星型模式,服务层通过REST风格的接口提供数据服务,表示层通过可视化地图与用户交互。本文利用用电数据集对系统进行了细分分析,验证了系统的有效性。

英文摘要:

Customer segmentation analysis can give valuable insights into the energy efficiency of residential buildings. This paper presents a mapping system, SEGSys that enables segmentation analysis at the individual and the neighborhood levels. SEGSys supports the online and offline classification of customers based on their daily consumption patterns and consumption intensity. It also supports the segmentation analysis according to the social characteristics of customers of individual households or neighborhoods, as well as spatial geometries. SEGSys uses a three-layer architecture to model the segmentation system, including the data layer, the service layer, and the presentation layer. The data layer models data into a star schema within a data warehouse, the service layer provides data service through a RESTful interface, and the presentation layer interacts with users through a visual map. This paper showcases the system on the segmentation analysis using an electricity consumption data set and validates the effectiveness of the system.

机构、总结、中文摘要均由AI分析而来,可能存在错误,请以论文正文为准。

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