Gaussian Mixture Model-Based Ensemble Kalman Filter for Machine Parameter Calibration

Fan, Rui; Huang, Renke; Diao, Ruisheng

doi:10.1109/TEC.2018.2849856

Gaussian Mixture Model-Based Ensemble Kalman Filter for Machine Parameter Calibration

Journal Article · 01 September 2018 · IEEE Transactions on Energy Conversion

DOI:https://doi.org/10.1109/TEC.2018.2849856· OSTI ID:1511578

Fan, Rui ^[1]; Huang, Renke ^[1]; Diao, Ruisheng ^[2]

BATTELLE (PACIFIC NW LAB)
Global Energy Interconnection Research Institute North America

This letter proposes a novel Gaussian mixture model-based ensemble Kalman filter (GMM-EnKF) approach to the accurate calibration of the parameters of machine dynamic models. This approach aims to overcome some practical challenges of machine parameter calibration. Results show the proposed approach can provide high-accuracy calibrated parameters even when the machine operates under unbalanced network conditions and the measurement noises are non-Gaussian.

Research Organization:: Pacific Northwest National Laboratory (PNNL), Richland, WA (United States)

Sponsoring Organization:: USDOE

DOE Contract Number:: AC05-76RL01830

OSTI ID:: 1511578

Report Number(s):: PNNL-SA-132149

Journal Information:: IEEE Transactions on Energy Conversion, Vol. 33, Issue 3

Country of Publication:: United States

Language:: English

References (9)

Generator dynamic model validation and parameter calibration using phasor measurements at the point of connection No authors listed IEEE Transactions on Power Systems https://doi.org/10.1109/TPWRS.2013.2251482		May 2013
Practical Considerations to Calibrate Generator Model Parameters Using Phasor Measurements No authors listed IEEE Transactions on Smart Grid https://doi.org/10.1109/TSG.2016.2519528		September 2017
Coordinated Control of DFIG's Rotor and Grid Side Converters During Network Unbalance No authors listed IEEE Transactions on Power Electronics https://doi.org/10.1109/TPEL.2008.921157		May 2008
Calibrating Parameters of Power System Stability Models Using Advanced Ensemble Kalman Filter No authors listed IEEE Transactions on Power Systems https://doi.org/10.1109/TPWRS.2017.2760163		May 2018
Gaussian Mixture Models No authors listed Encyclopedia of Biometrics https://doi.org/10.1007/978-1-4899-7488-4_196		January 2015
Current decomposition in asymmetrical, unbalanced three-phase systems under nonsinusoidal conditions No authors listed IEEE Transactions on Instrumentation and Measurement https://doi.org/10.1109/19.286356		January 1994
Variable Projection Method for Power System Modal Identification No authors listed IEEE Transactions on Power Systems https://doi.org/10.1109/TPWRS.2014.2309635		November 2014
Comparison of Ensemble Kalman Filters under Non-Gaussianity No authors listed Monthly Weather Review https://doi.org/10.1175/2009MWR3133.1		April 2010
Semiautomated Model Validation of Power Plant Equipment Using Online Measurements No authors listed IEEE Transactions on Energy Conversion https://doi.org/10.1109/TEC.2013.2242074		June 2013

Cited By (2)

A Multibranch Object Detection Method for Traffic Scenes No authors listed Computational Intelligence and Neuroscience https://doi.org/10.1155/2019/3679203		November 2019
Dynamic State Estimation for Synchronous Machines Based on Adaptive Ensemble Square Root Kalman Filter No authors listed Applied Sciences https://doi.org/10.3390/app9235200		November 2019

Similar Records

Gaussian Mixture Model-Based Ensemble Kalman Filter for Machine Parameter Calibration

Journal Article · 2018 · IEEE Transactions on Energy Conversion · OSTI ID:1457758

Fan, Rui; Huang, Renke; Diao, Ruisheng

Dynamic State Estimation and Parameter Calibration of DFIG based on Ensemble Kalman Filter

Conference · 2015 · OSTI ID:1235517

Fan, Rui; Huang, Zhenyu; Wang, Shaobu; +2 more

Ensemble Kalman Filter for Dynamic State Estimation of Power Grids Stochastically Driven by Time-Correlated Mechanical Input Power

Journal Article · 2017 · IEEE Transactions on Power Systems · OSTI ID:1511144

Rosenthal, William S.; Tartakovsky, Alexandre M.; Huang, Zhenyu

Gaussian Mixture Model-Based Ensemble Kalman Filter for Machine Parameter Calibration

Citation Formats

References (9)

Cited By (2)

Similar Records

Related Subjects