Segmentation of Factories on Electricity Consumption Behaviors Using Load Profile Data

	Segmentation of Factories on Electricity Consumption Behaviors Using Load Profile Data
	Imran Khan; Joshua Zhexue Huang; M.A. Masud; Qingshan Jiang
刊名	IEEE Access
	2016
英文摘要	In recent years, the new achievements in the field of technology and data science allowed to gather detailed and well-structured information about electricity consumption behaviors of industrial enterprises. Such type of information can find numerous applications in the power distribution industry. The utilities often use the data from contracts to assign each industrial customer a class label according to his type defined in predetermined industry segmentation. Such kind of fixed-chart segmentation is not able to satisfy the needs of modern enterprises for flexible and dynamic determination of production modes. In the present work, we address this problem by proposing a new method for segmentation of various kinds of factories based on their electricity consumption patterns represented in load profile data. It exploits the evolution-based characteristics of smart meter data of multiple types of factories to remove irrelevant features. We use data visualization to estimate the number of clusters and apply the well-known k-means algorithm on filtered data to generate segmentation. Experimental results on real load profile data collected with smart meters from manufacturing industries in Guangdong province of China have shown that the new clustering approach produced the meaningful segmentation of factories that reflect production operations.
收录类别	SCI
原文出处	http://ieeexplore.ieee.org/document/7752771/
语种	英语
WOS记录号	WOS:000391487700021
内容类型	期刊论文
源URL	[http://ir.siat.ac.cn:8080/handle/172644/10273]
专题	深圳先进技术研究院_数字所
作者单位	IEEE Access
推荐引用方式 GB/T 7714	Imran Khan,Joshua Zhexue Huang,M.A. Masud,et al. Segmentation of Factories on Electricity Consumption Behaviors Using Load Profile Data[J]. IEEE Access,2016.
APA	Imran Khan,Joshua Zhexue Huang,M.A. Masud,&Qingshan Jiang.(2016).Segmentation of Factories on Electricity Consumption Behaviors Using Load Profile Data.IEEE Access.
MLA	Imran Khan,et al."Segmentation of Factories on Electricity Consumption Behaviors Using Load Profile Data".IEEE Access (2016).