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Title: An Open-Source Library of Phasor Measurement Unit Data Capturing Real Bulk Power Systems Behavior

Journal Article · · IEEE Access

This paper describes an open-source library of transmission-level synchrophasor measurements, curated with the aim of accelerating data-driven research and development in the power systems domain. This dataset contains measurements describing both disturbances and ambient conditions, spans two years in time, and is sourced from electric utilities across the United States. Comprised of 1694 unique events, this is the largest open-source repository of real transmission-level PMU data to date, and will be invaluable for benchmarking new algorithms, testing tools and approaches developed by vendors and researchers, and developing educational tools for university students and control room operators. This paper additionally highlights several potential applications of the dataset.

Research Organization:
Pacific Northwest National Laboratory (PNNL), Richland, WA (United States); Oak Ridge National Laboratory (ORNL), Oak Ridge, TN (United States); Lawrence Livermore National Laboratory (LLNL), Livermore, CA (United States)
Sponsoring Organization:
USDOE Office of Electricity (OE); USDOE
Grant/Contract Number:
AC05-76RL01830
OSTI ID:
2007685
Alternate ID(s):
OSTI ID: 2009008; OSTI ID: 2193735
Report Number(s):
PNNL-SA-185798
Journal Information:
IEEE Access, Vol. 11; ISSN 2169-3536
Publisher:
IEEECopyright Statement
Country of Publication:
United States
Language:
English

References (42)

Dissipating energy flow method for locating the source of sustained oscillations journal June 2017
Novel Data Driven Noise Emulation Framework using Deep Neural Network for Generating Synthetic PMU Measurements conference October 2021
Time-localization of forced oscillations in power systems conference July 2015
Methodology for Performing Synchrophasor Data Conditioning and Validation journal May 2015
PMU-based linear state estimation of Lausanne subtransmission network: Experimental validation journal December 2020
Making Prony analysis more accurate using multiple signals journal January 1999
An innovative software tool suite for power plant model validation and parameter calibration using PMU measurements conference July 2017
Modelless Data Quality Improvement of Streaming Synchrophasor Measurements by Exploiting the Low-Rank Hankel Structure journal November 2018
Power System Frequency Domain Characteristics for Inertia Estimation from Ambient PMU Data conference July 2021
Data quality issues for synchrophasor applications Part I: a review journal July 2016
Estimation of Electromechanical Modes of Oscillation in the Eastern Interconnection from Ambient PMU Data conference February 2021
Initial results in the detection and estimation of forced oscillations in power systems conference September 2013
Synchronized Phasor Measurement Applications in Power Systems journal June 2010
Large-Scale Generation and Validation of Synthetic PMU Data journal September 2020
Medium Voltage Line Parameter Estimation Using Synchrophasor Data: A Step Towards Dynamic Line Rating conference August 2018
A Cross-Power Spectral Density Method for Locating Oscillation Sources using Synchrophasor Measurements journal January 2022
Wavelet-Based Event Detection Method Using PMU Data journal May 2017
Ambient Synchrophasor Measurement Based System Inertia Estimation conference August 2020
Image Embedding of PMU Data for Deep Learning Towards Transient Disturbance Classification conference May 2018
RMS-energy filter design for real-time oscillation detection conference July 2015
Confidence Assessment for Regional Forced Oscillation Source Localization: Formulation and Field Validation journal January 2023
Big Data Analysis of Synchrophasor Data: Outcomes of Research Activities Supported by DOE FOA 1861 report October 2022
A statistics-based threshold for the RMS-energy oscillation detector journal June 2021
A Machine Learning Framework for Event Identification via Modal Analysis of PMU Data journal September 2023
DeVLearn: A Deep Visual Learning Framework for Determining the Location of Temporary Faults in Power Systems conference November 2020
Detecting and Analyzing Power System Disturbances in PMU Data with the Open-Source Archive Walker Tool conference October 2020
Bad Data Detection Algorithm for PMU Based on Spectral Clustering journal January 2020
Matrix estimation by Universal Singular Value Thresholding journal February 2015
PMU-Based Distributed Non-Iterative Algorithm for Real-Time Voltage Stability Monitoring journal November 2020
FOA 1861 Data Curation Overview report October 2021
Recent developments in state estimation with phasor measurements conference March 2009
Bad data detection in PMU measurements using principal component analysis conference September 2016
Using Synchrophasor Status Word as Data Quality Indicator: What to Expect in the Field? conference May 2022
PMU-Based Event Localization Technique for Wide-Area Power System journal November 2018
Model Validation Study for Central American Regional Electrical Interconnected System conference February 2021
Dimensionality Reduction of Synchrophasor Data for Early Event Detection: Linearized Analysis journal November 2014
A Regularized Tensor Completion Approach for PMU Data Recovery journal March 2021
Characterizing and quantifying noise in PMU data conference July 2016
A Mobile Test-Bed for Synchrophasor Technologies Teaching and Demonstration conference February 2021
PMU-Based Cable Temperature Monitoring and Thermal Assessment for Dynamic Line Rating journal June 2021
A Model-Agnostic Method for PMU Data Recovery Using Optimal Singular Value Thresholding journal August 2022
Application of Big Data Analytics and Machine Learning to Large-Scale Synchrophasor Datasets: Evaluation of Dataset ‘Machine Learning-Readiness’ journal January 2022