Phase Identification of Smart Meters Through a Fourier Series Compression
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Author (aut): Chiu, Jeremy
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| Abstract |
Abstract
Accurate labeling of phase connectivity in electrical distribution systems is important for maintenance and operations but is often erroneous or missing. In my project, we presented a process to identify which smart meters must be in the same phase using a statistical clustering method on voltage time series data. The data set was the hourly voltage of ~2000 smart meters across California over a 3-month period. To improve accuracy, we compress the data and reduce the size by using Fourier series – ultimately, we used an approximation that was 2% in size but still retained 80% of the original features. |
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Physical Description Note
PUBLISHED
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Use and Reproduction
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Collection(s)
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Genre
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Author (aut): Chiu, Jeremy
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| Description / Synopsis |
Description / Synopsis
Accurate labeling of phase connectivity in electrical distribution systems is important for maintenance and operations but is often erroneous or missing. In my project, we presented a process to identify which smart meters must be in the same phase using a statistical clustering method on voltage time series data. The data set was the hourly voltage of ~2000 smart meters across California over a 3-month period. To improve accuracy, we compress the data and reduce the size by using Fourier series – ultimately, we used an approximation that was 2% in size but still retained 80% of the original features. |
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Physical Form
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English
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Phase Identification of Smart Meters Through a Fourier Series Compression
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112010
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