DocumentCode
1831059
Title
Parameter estimation of a complex load model using phasor measurements
Author
Guo, Siming ; Overbye, Thomas J.
Author_Institution
Dept. of Electr. & Comput. Eng., Univ. of Illinois at Urbana-Champaign, Champaign, IL, USA
fYear
2012
fDate
24-25 Feb. 2012
Firstpage
1
Lastpage
6
Abstract
Power system operators use dynamic models of the power grid to determine if the transient responses of transmission devices are within tolerable limits. The focus of this work is on the parameter estimation of a complex load model by using measurements from digital fault recorders or phasor measurement units, and the goal is to create a method which will produce more accurate models. Two methods are presented in this paper: Compare and Resimulate, and Simulate then Calculate. In a validation study, the former achieved a mean accuracy of 0.65% with a 42 minute run time, while the latter had a lower accuracy of 4.13%, but required only 3.2 seconds of computation time. It achieved this by performing the PSS/E simulations beforehand, and then calculating a linear representation of the nonlinear simulation process. However, both algorithms have weaknesses: Compare and Resimulate may be vulnerable to measurement error or noise, and Simulate then Calculate is dependent on the parameter distribution chosen for the simulations.
Keywords
parameter estimation; phasor measurement; transient response; PSS-E simulations; complex load model; digital fault recorders; measurement error; nonlinear simulation process; parameter distribution; parameter estimation; phasor measurement units; power system operators; time 3.2 s; transient responses; transmission devices; Algorithm design and analysis; Computational modeling; Generators; Load modeling; Mathematical model; Parameter estimation; Power system dynamics;
fLanguage
English
Publisher
ieee
Conference_Titel
Power and Energy Conference at Illinois (PECI), 2012 IEEE
Conference_Location
Champaign, IL
Print_ISBN
978-1-4577-1681-2
Electronic_ISBN
978-1-4577-1682-9
Type
conf
DOI
10.1109/PECI.2012.6184606
Filename
6184606
Link To Document