Load recognition for different loads with the same real power and reactive power in a non-intrusive load-monitoring system

Hsueh Hsien Chang, Ching Lung Lin, Hong-Tzer Yang

研究成果: Conference contribution

49 引文 斯高帕斯(Scopus)

摘要

This paper proposes the use of power signature to recognize different loads with the same real power and reactive power in a non-intrusive load-monitoring (NILM) system. To test the performance of the proposed approach, the data sets for electrical loads were analyzed and established using an electromagnetic transient program (EMTP) and onsite load measurement. Load recognition techniques were applied in a neural network. The effectiveness of load recognition and the time requirement were analyzed and compared using a back propagation classifier method. The experiments revealed that analyzing the turn-on transient energy signatures can enhance the efficiency of load recognition, particularly for different loads with the same real power and reactive power in a NILM system, and improve ability of computational speed.

原文English
主出版物標題Proceedings of the 2008 12th International Conference on Computer Supported Cooperative Work in Design, CSCWD
頁面1122-1127
頁數6
DOIs
出版狀態Published - 2008 九月 10
事件2008 12th International Conference on Computer Supported Cooperative Work in Design, CSCWD - Xi'an, China
持續時間: 2008 四月 162008 四月 18

出版系列

名字Proceedings of the 2008 12th International Conference on Computer Supported Cooperative Work in Design, CSCWD
2

Other

Other2008 12th International Conference on Computer Supported Cooperative Work in Design, CSCWD
國家/地區China
城市Xi'an
期間08-04-1608-04-18

All Science Journal Classification (ASJC) codes

  • 人工智慧
  • 電腦網路與通信
  • 人機介面

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