Nonlinear Algebraic Parameter Estimation of Doubly Fed Induction Machine Based on Rotor Current Falling Curves
Currently, wind turbines utilize doubly fed induction machines that incorporate a frequency converter in the rotor circuit to manage slip energy. This setup ensures a stable voltage amplitude and frequency that align with the alternating current. It is crucial to accurately determine the parameters...
| Published in: | Energies |
|---|---|
| Main Authors: | , , , , , , , , , , , , |
| Format: | Article |
| Language: | English |
| Published: |
MDPI AG
2025-08-01
|
| Subjects: | |
| Online Access: | https://www.mdpi.com/1996-1073/18/16/4316 |
| _version_ | 1849360878057553920 |
|---|---|
| author | Alexander Glazyrin Dmitriy Bunkov Evgeniy Bolovin Yusup Isaev Vladimir Kopyrin Sergey Kladiev Alexander Filipas Sergey Langraf Rustam Khamitov Vladimir Kovalev Evgeny Popov Semen Popov Marina Deneko |
| author_facet | Alexander Glazyrin Dmitriy Bunkov Evgeniy Bolovin Yusup Isaev Vladimir Kopyrin Sergey Kladiev Alexander Filipas Sergey Langraf Rustam Khamitov Vladimir Kovalev Evgeny Popov Semen Popov Marina Deneko |
| author_sort | Alexander Glazyrin |
| collection | DOAJ |
| container_title | Energies |
| description | Currently, wind turbines utilize doubly fed induction machines that incorporate a frequency converter in the rotor circuit to manage slip energy. This setup ensures a stable voltage amplitude and frequency that align with the alternating current. It is crucial to accurately determine the parameters of the equivalent circuit from the rotor side of the vector control system of the frequency converter. The objective of this study is to develop a method for the preliminary identification of the doubly fed induction machines parameters by analyzing the rotor current decay curves using Newton’s method. The numerical estimates of the equivalent circuit parameters a doubly fed induction machines with a fixed short-circuited rotor are obtained during the validation of the results on a real plant. It is along with the integral errors of deviation between the experimental rotor current decay curve and the response of the adaptive regression model. The integral errors do not exceed 4% in nearly all sections of the curves. It is considered acceptable in engineering practice. The developed algorithm for the preliminary identification for the parameters of the doubly fed induction machines substitution scheme can be applied with the configuring machines control systems, including a vector control system. |
| format | Article |
| id | doaj-art-c5cfeffd8fea45358bc10b63a03d2dd8 |
| institution | Directory of Open Access Journals |
| issn | 1996-1073 |
| language | English |
| publishDate | 2025-08-01 |
| publisher | MDPI AG |
| record_format | Article |
| spelling | doaj-art-c5cfeffd8fea45358bc10b63a03d2dd82025-08-27T14:26:51ZengMDPI AGEnergies1996-10732025-08-011816431610.3390/en18164316Nonlinear Algebraic Parameter Estimation of Doubly Fed Induction Machine Based on Rotor Current Falling CurvesAlexander Glazyrin0Dmitriy Bunkov1Evgeniy Bolovin2Yusup Isaev3Vladimir Kopyrin4Sergey Kladiev5Alexander Filipas6Sergey Langraf7Rustam Khamitov8Vladimir Kovalev9Evgeny Popov10Semen Popov11Marina Deneko12National Research Tomsk Polytechnic University, Tomsk 634050, RussiaNational Research Tomsk Polytechnic University, Tomsk 634050, RussiaNational Research Tomsk Polytechnic University, Tomsk 634050, RussiaNational Research Tomsk Polytechnic University, Tomsk 634050, RussiaIndustrial University of Tyumen, Tyumen 625000, RussiaNational Research Tomsk Polytechnic University, Tomsk 634050, RussiaNational Research Tomsk Polytechnic University, Tomsk 634050, RussiaNational Research Tomsk Polytechnic University, Tomsk 634050, RussiaIndustrial University of Tyumen, Tyumen 625000, RussiaYugra State University, Khanty-Mansiysk 628012, RussiaIndustrial University of Tyumen, Tyumen 625000, RussiaNational Research Tomsk Polytechnic University, Tomsk 634050, RussiaMoscow Technical University of Communications and Informatics, Moscow 111024, RussiaCurrently, wind turbines utilize doubly fed induction machines that incorporate a frequency converter in the rotor circuit to manage slip energy. This setup ensures a stable voltage amplitude and frequency that align with the alternating current. It is crucial to accurately determine the parameters of the equivalent circuit from the rotor side of the vector control system of the frequency converter. The objective of this study is to develop a method for the preliminary identification of the doubly fed induction machines parameters by analyzing the rotor current decay curves using Newton’s method. The numerical estimates of the equivalent circuit parameters a doubly fed induction machines with a fixed short-circuited rotor are obtained during the validation of the results on a real plant. It is along with the integral errors of deviation between the experimental rotor current decay curve and the response of the adaptive regression model. The integral errors do not exceed 4% in nearly all sections of the curves. It is considered acceptable in engineering practice. The developed algorithm for the preliminary identification for the parameters of the doubly fed induction machines substitution scheme can be applied with the configuring machines control systems, including a vector control system.https://www.mdpi.com/1996-1073/18/16/4316doubly fed induction machinepreliminary parameters identificationwind power plant |
| spellingShingle | Alexander Glazyrin Dmitriy Bunkov Evgeniy Bolovin Yusup Isaev Vladimir Kopyrin Sergey Kladiev Alexander Filipas Sergey Langraf Rustam Khamitov Vladimir Kovalev Evgeny Popov Semen Popov Marina Deneko Nonlinear Algebraic Parameter Estimation of Doubly Fed Induction Machine Based on Rotor Current Falling Curves doubly fed induction machine preliminary parameters identification wind power plant |
| title | Nonlinear Algebraic Parameter Estimation of Doubly Fed Induction Machine Based on Rotor Current Falling Curves |
| title_full | Nonlinear Algebraic Parameter Estimation of Doubly Fed Induction Machine Based on Rotor Current Falling Curves |
| title_fullStr | Nonlinear Algebraic Parameter Estimation of Doubly Fed Induction Machine Based on Rotor Current Falling Curves |
| title_full_unstemmed | Nonlinear Algebraic Parameter Estimation of Doubly Fed Induction Machine Based on Rotor Current Falling Curves |
| title_short | Nonlinear Algebraic Parameter Estimation of Doubly Fed Induction Machine Based on Rotor Current Falling Curves |
| title_sort | nonlinear algebraic parameter estimation of doubly fed induction machine based on rotor current falling curves |
| topic | doubly fed induction machine preliminary parameters identification wind power plant |
| url | https://www.mdpi.com/1996-1073/18/16/4316 |
| work_keys_str_mv | AT alexanderglazyrin nonlinearalgebraicparameterestimationofdoublyfedinductionmachinebasedonrotorcurrentfallingcurves AT dmitriybunkov nonlinearalgebraicparameterestimationofdoublyfedinductionmachinebasedonrotorcurrentfallingcurves AT evgeniybolovin nonlinearalgebraicparameterestimationofdoublyfedinductionmachinebasedonrotorcurrentfallingcurves AT yusupisaev nonlinearalgebraicparameterestimationofdoublyfedinductionmachinebasedonrotorcurrentfallingcurves AT vladimirkopyrin nonlinearalgebraicparameterestimationofdoublyfedinductionmachinebasedonrotorcurrentfallingcurves AT sergeykladiev nonlinearalgebraicparameterestimationofdoublyfedinductionmachinebasedonrotorcurrentfallingcurves AT alexanderfilipas nonlinearalgebraicparameterestimationofdoublyfedinductionmachinebasedonrotorcurrentfallingcurves AT sergeylangraf nonlinearalgebraicparameterestimationofdoublyfedinductionmachinebasedonrotorcurrentfallingcurves AT rustamkhamitov nonlinearalgebraicparameterestimationofdoublyfedinductionmachinebasedonrotorcurrentfallingcurves AT vladimirkovalev nonlinearalgebraicparameterestimationofdoublyfedinductionmachinebasedonrotorcurrentfallingcurves AT evgenypopov nonlinearalgebraicparameterestimationofdoublyfedinductionmachinebasedonrotorcurrentfallingcurves AT semenpopov nonlinearalgebraicparameterestimationofdoublyfedinductionmachinebasedonrotorcurrentfallingcurves AT marinadeneko nonlinearalgebraicparameterestimationofdoublyfedinductionmachinebasedonrotorcurrentfallingcurves |
