Automatic electric load identification in self-configuring microgrids

作者: Friederich Kupzog , Tehseen Zia , Adeel Abbas Zaidi

DOI: 10.1109/AFRCON.2009.5308129

关键词:

摘要: A microgrid is the power system of choice for electrification rural areas in developing countries. It should be able to adapt changing load situations without need specialists change configuration controller. This paper proposes a self-configuring management that adjust both generation and demand system, so also case growing electricity grid can still operable by disconnecting unessential loads. crucial task controller automatically identify connected loads on basis their consumption behaviors. For this, template-matching algorithm proposed based Dynamic Time Warping, which primarily used speech recognition. has been found profile analysis, simple signal features such as number rising edges or aggregated energy given time window sufficient describe signal. In contrast recognition, frequency domain analysis not necessary.

参考文章(17)
Nikos Hatziargyriou, Hiroshi Asano, Reza Iravani, Chris Marnay, Microgrids: an overview of ongoing research, development, anddemonstration projects IEEE Power and Energy. ,vol. 5, ,(2007) , 10.1109/MPAE.2007.376583
D. Gerbec, S. Gasperic, I. Smon, F. Gubina, Consumers' load profile determination based on different classification methods 2003 IEEE Power Engineering Society General Meeting (IEEE Cat. No.03CH37491). ,vol. 2, pp. 990- 995 ,(2003) , 10.1109/PES.2003.1270445
C. Roesener, P. Palensky, M. Weihs, B. Lorenz, M. Stadler, Integral resource optimization network - a new solution on power markets international conference on industrial informatics. pp. 578- 583 ,(2005) , 10.1109/INDIN.2005.1560441
Hsueh-Hsien Chang, Hong-Tzer Yang, Ching-Lung Lin, Load Identification in Neural Networks for a Non-intrusive Monitoring of Industrial Electrical Loads computer supported cooperative work in design. pp. 664- 674 ,(2008) , 10.1007/978-3-540-92719-8_60
S.B. Leeb, J.L. Kirtley, A multiscale transient event detector for nonintrusive load monitoring conference of the industrial electronics society. pp. 354- 359 ,(1993) , 10.1109/IECON.1993.339053
Peter Palensky, Friederich Kupzog, Adeel Abbas Zaidi, Kai Zhou, A simulation platform for distributed energy optimization algorithms international conference on industrial informatics. pp. 342- 347 ,(2008) , 10.1109/INDIN.2008.4618120
L. Rabiner, S. Levinson, Isolated and Connected Word Recognition--Theory and Selected Applications IEEE Transactions on Communications. ,vol. 29, pp. 621- 659 ,(1981) , 10.1109/TCOM.1981.1095031
F. Sultanem, Using appliance signatures for monitoring residential loads at meter panel level IEEE Transactions on Power Delivery. ,vol. 6, pp. 1380- 1385 ,(1991) , 10.1109/61.97667
George J. Tsekouras, Nikos D. Hatziargyriou, Evangelos N. Dialynas, Two-Stage Pattern Recognition of Load Curves for Classification of Electricity Customers IEEE Transactions on Power Systems. ,vol. 22, pp. 1120- 1128 ,(2007) , 10.1109/TPWRS.2007.901287