论文标题

SEGSYS:用于分割能量分析的映射系统

SEGSys: A mapping system for segmentation analysis in energy

论文作者

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

论文摘要

客户细分分析可以为住宅建筑的能源效率提供宝贵的见解。本文介绍了一个映射系统,即Segsys,该系统可以在个人和邻里级别上进行细分分析。 SEGSYS根据客户的日常消费模式和消费强度支持在线和离线分类。它还根据各个家庭或社区客户的社会特征以及空间几何形状支持细分分析。 Segsys使用三层体系结构来建模分割系统,包括数据层,服务层和演示层。数据层将数据模拟到数据仓库内的星模架上,服务层通过静止接口提供数据服务,并且演示层通过视觉地图与用户进行交互。本文使用电力消耗数据集在细分分析中展示了系统,并验证了系统的有效性。

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.

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