| 논문명 | 공공데이터 기반 전국 아파트단지의 전기 소비 클러스터링 패턴분석/Electricity Consumption Pattern Analysis of Nationwide Apartment using Clustering Method based on Open Data |
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| 저자명 | 김세헌(Kim, Se-Heon) ; 이종원(Lee, Jong-Won) |
| 발행사 | 한국건축친환경설비학회 |
| 수록사항 | 한국건축친환경설비학회 논문집 , Vol.15 No.5 |
| 페이지 | 시작페이지(537) 총페이지(12) |
| ISSN | 1976-6483 |
| 주제분류 | 환경및설비 |
| 주제어 | 아파트 에너지 분석; 전기소비패턴분석; 공공데이터; K-Means 클러스터링 Apartment Energy Analysis; Electricity Pattern Analysis; Open data; K-Means clustering |
| 요약2 | The purpose of this article is to present actual case-based pattern analysis of electricity consumption in nationwide apartment residence through K-means clustering algorithm, by utilizing open data for electricity consumption. Furthermore, this paper investigates electricity consumption related factors with the cluster separation. Electricity consumption data is collected through K-APT OpenAPI (Open Application Programming Interface) service and Address searching API from Ministry of Public Administration and Security is used as well, to link text address data with apartment data. After that, this paper conducted normalization of collected data and selection of appropriate number of clusters, to cluster electricity consumption pattern of nationwide apartment complexes. Based on the clustering result, this paper classified eight total consumption patter cluster into three categories: August focused, September focused, and equally distributed. This paper contributes to setting a basis for detailed analysis by suggesting three major consumption patterns based on actual nationwide apartment electricity consumption data. Further study should be performed to find determining factors for each consumption pattern, and to analyze detailed analysis based on patterns. |
| 소장처 | 한국건축친환경설비학회 |