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Open Access News & Views Issue
The Energy Technology Innovation on the Path towards Carbon Neutrality
iEnergy 2023, 2 (1): 6-7
Published: 01 March 2023
Downloads:12
Open Access Research Highlights Issue
For better density and efficiency: Technique of novel high-voltage SiC based power converters
iEnergy 2022, 1 (1): 11
Published: 25 March 2022
Downloads:73
Open Access Issue
Load Profiling and Its Application to Demand Response: A Review
Tsinghua Science and Technology 2015, 20 (2): 117-129
Published: 23 April 2015
Downloads:50

The smart grid has been revolutionizing electrical generation and consumption through a two-way flow of power and information. As an important information source from the demand side, Advanced Metering Infrastructure (AMI) has gained increasing popularity all over the world. By making full use of the data gathered by AMI, stakeholders of the electrical industry can have a better understanding of electrical consumption behavior. This is a significant strategy to improve operation efficiency and enhance power grid reliability. To implement this strategy, researchers have explored many data mining techniques for load profiling. This paper performs a state-of-the-art, comprehensive review of these data mining techniques from the perspectives of different technical approaches including direct clustering, indirect clustering, clustering evaluation criteria, and customer segmentation. On this basis, the prospects for implementing load profiling to demand response applications, price-based and incentive-based, are further summarized. Finally, challenges and opportunities of load profiling techniques in future power industry, especially in a demand response world, are discussed.

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