Hessian Locally Linear Embedding of PMU Data for Efficient Fault Detection in Power Systems
IEEE Transactions on Instrumentation and Measurement(2022)
Abstract
This article develops a computationally efficient fault-detection method for power systems, by exploiting phasor measurement unit (PMU) data and Hessian locally linear embedding (HLLE) technique. First, via HLLE technique, high-dimensional PMU data are transformed into low-dimensional embedding coordinates, which effectively captures the fluctuations of PMU data. Next, based on the feature space o...
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Key words
Phasor measurement units,Power systems,Kernel,Fault detection,Signal to noise ratio,Runtime,Matrix decomposition
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