A Complex Variable Perturbed Gauss-Newton Method for Tracking Mode State Estimation

dc.contributor.authorDžafić, Izudin
dc.contributor.authorJabr, Rabih A.
dc.contributor.authorHrnjić, Tarik
dc.contributor.departmentDepartment of Electrical and Computer Engineering
dc.contributor.facultyMaroun Semaan Faculty of Engineering and Architecture (MSFEA)
dc.contributor.institutionAmerican University of Beirut
dc.date.accessioned2025-01-24T11:30:21Z
dc.date.available2025-01-24T11:30:21Z
dc.date.issued2021
dc.description.abstractThe recent power systems literature has witnessed an intensified interest in state estimation methods that can handle a vast array of measurements from large-scale networks while maintaining performance that is commensurate with real-time requirements. When measurements are from the Supervisory Control and Data Acquisition (SCADA) system and Phasor Measurement Units (PMUs), an elegant formulation of the weighted least squares problem can be cast in complex variables and solved via the Gauss-Newton (GN) method. This paper presents a Perturbed Gauss-Newton (PGN) method in complex variables that is suitable for real-time tracking of the network's state vector. The proposed PGN method is built around an entirely linear measurement model expressed in function of the complex phasor voltages, and its iterative solution scheme requires one factorization of the coefficient matrix followed by repeated forward/backward substitutions. The complex variable PGN method for state estimation can be therefore seen as the counterpart of the classical implicit bus impedance method for power flow. The paper reports numerical results of the PGN method on large-scale transmission networks having up to 9241 nodes and contrasts the proposed method with the equality constrained GN method in complex variables and a recent two-stage estimator also operating in the complex domain. © 1969-2012 IEEE.
dc.identifier.doihttps://doi.org/10.1109/TPWRS.2020.3034371
dc.identifier.eid2-s2.0-85104632931
dc.identifier.urihttp://hdl.handle.net/10938/27419
dc.language.isoen
dc.publisherInstitute of Electrical and Electronics Engineers Inc.
dc.relation.ispartofIEEE Transactions on Power Systems
dc.sourceScopus
dc.subjectIterative algorithms
dc.subjectLeast squares approximation
dc.subjectOptimization methods
dc.subjectPerturbation methods
dc.subjectState estimation
dc.subjectComplex networks
dc.subjectData acquisition
dc.subjectElectric load flow
dc.subjectElectric power transmission
dc.subjectGaussian distribution
dc.subjectNewton-raphson method
dc.subjectNumerical methods
dc.subjectPhasor measurement units
dc.subjectReal time systems
dc.subjectGauss-newton methods
dc.subjectLarge-scale transmission networks
dc.subjectLinear measurements
dc.subjectPhasor measurement unit (pmus)
dc.subjectReal time requirement
dc.subjectState estimation methods
dc.subjectSupervisory control and dataacquisition systems (scada)
dc.subjectWeighted least squares problem
dc.subjectLeast squares approximations
dc.titleA Complex Variable Perturbed Gauss-Newton Method for Tracking Mode State Estimation
dc.typeArticle

Files

Original bundle

Now showing 1 - 1 of 1
Loading...
Thumbnail Image
Name:
2021-6020.pdf
Size:
1.42 MB
Format:
Adobe Portable Document Format