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Exploring independent component analysis for electric load profiling
Conference proceeding

Exploring independent component analysis for electric load profiling

Huaiwei Liao, D Niebur and IEEE
Proceedings of the 2002 International Joint Conference on Neural Networks. IJCNN'02 (Cat. No.02CH37290), v 3, pp 2144-2149 vol.3
2002

Abstract

Aggregates Contracts Independent component analysis Load forecasting Monitoring Power measurement Power system measurements Power system modeling Power system planning Topology
Electric load profile separation is important in the deregulated environment where competing entities need to assess the load demands based on partial knowledge of the system. We show that independent component analysis (ICA) allows us to estimate the loads using only a small set of active line flow measurements. ICA yields an unbiased statistical description of load behavior which can be explored for analysis, planning and economic purposes.

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Web of Science research areas
Computer Science, Artificial Intelligence
Computer Science, Theory & Methods
Engineering, Electrical & Electronic
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