Segmentation of Factories on Electricity Consumption Behaviors Using Load Profile Data
文献类型：期刊论文
| 作者 | Imran Khan; Joshua Zhexue Huang; M.A. Masud; Qingshan Jiang |
| 刊名 | IEEE Access
 |
| 出版日期 | 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 |
| 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). |
入库方式： OAI收割
来源：深圳先进技术研究院
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