A Machine Learning-based Method to Estimate Transformer Primary-Side Voltages with Limited Customer-Side AMI Measurements

Jiyu Wang,Harsha Padullaparti,Santosh Veda,Murali Baggu,Martha Symko-Davies, Amin Salmani,Tom Bialek

2021 IEEE Power & Energy Society General Meeting (PESGM)（2021）

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摘要

Distribution control applications such as volt/var optimization, network reconfiguration, and distribution automation require accurate knowledge of the distribution system state. The lack of sufficient sensors on the primary side of distribution networks often limits the accuracy of the control decisions by these applications. The deployment of advanced metering infrastructure (AMI) provides utili...

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关键词

Learning systems,Voltage measurement,Machine learning algorithms,Estimation,Transformers,Data models,Topology

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