Multi-Channel Recovery for Distributed Quality Management of Synchrophasor Data

This paper presents a distributed synchrophasor data management (DSDM) technique for wide-area monitoring systems. The proposed technique focuses on managing voltage/current phasor data measured from a specific target bus by defining neighboring phasor measurement units (PMUs). We developed an algor...

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Vydané v:IEEE Power & Energy Society General Meeting s. 1
Hlavní autori: Lee, Gyul, Shin, Yong-June, Kim, Seon Hyeog, Kim, Do-In
Médium: Konferenčný príspevok..
Jazyk:English
Vydavateľské údaje: IEEE 17.07.2022
Predmet:
Data integrity
Decision making
Distributed databases
Network topology
Particle measurements
Phasor measurement units
Voltage measurement
ISSN:1944-9933
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Shrnutí:This paper presents a distributed synchrophasor data management (DSDM) technique for wide-area monitoring systems. The proposed technique focuses on managing voltage/current phasor data measured from a specific target bus by defining neighboring phasor measurement units (PMUs). We developed an algorithm for searching neighboring PMUs by interpreting the power network topology as a graph structure. By exploiting the data of neighboring PMUs, we constructed a multichannel structure to recover low-quality entries by using the parallel implementation of long short-term memory networks. A successive output decision-making rule automatically determines the final output, considering the occurrence of defective input, data quality of the measured data, and operational conditions. The proposed DSDM can complement existing centralized management techniques by preserving information on local dynamics. In particular, because of the multi-channel structure, DSDM can provide robust responses to defective data in neighboring PMUs, such as an unintended change in a network topology. We verified the effectiveness of the DSDM with real-world synchrophasor data as well as simulated data from the IEEE 68-bus test system.
ISSN:1944-9933
DOI:10.1109/PESGM48719.2022.9916821