Impact of PLL Design on Data-Driven Models for Grid-Connected Single-Phase Inverters

Sunil Subedi; Robert Fourney; Hossein Moradi Rekabdarkolaee; Reinaldo Tonkoski; Timothy M. Hansen; Jesus D. Vasquez-Plaza; Fabio Andrade

doi:10.1109/SPEEDAM53979.2022.9841972

Impact of PLL Design on Data-Driven Models for Grid-Connected Single-Phase Inverters

Sunil Subedi, Robert Fourney, Hossein Moradi Rekabdarkolaee, Reinaldo Tonkoski, Timothy M. Hansen, Jesus D. Vasquez-Plaza, Fabio Andrade

Research output: Chapter in Book/Report/Conference proceeding › Conference contribution › peer-review

5 Scopus citations

Abstract

This paper investigates the impact of quadrature signal generation based phase-locked loop (QSG-PLL) methods on data-driven modeling of grid-connected single-phase inverters (GCSI). The magnitudes of the grid voltage and current injected by a GCSI simulated in MATLAB/Simulink are estimated by each QSG-PLL approach. The best transfer function for the GCSI model is estimated in terms of goodness of fit, using the magnitudes obtained by each approach and the instrument variable system identification approach. Different grid disturbances (e.g., voltage sag, phase angle jumps, harmonic distortions, frequency fluctuation) are used to evaluate the performance of each data-driven model in comparison to the simulated model. The paper provides researchers guidance on which QSG-PLL to use to model GCSIs using data-driven methods.

Original language	English
Title of host publication	2022 International Symposium on Power Electronics, Electrical Drives, Automation and Motion, SPEEDAM 2022
Publisher	Institute of Electrical and Electronics Engineers Inc.
Pages	930-935
Number of pages	6
ISBN (Electronic)	9781665484596
DOIs	https://doi.org/10.1109/SPEEDAM53979.2022.9841972
State	Published - 2022
Externally published	Yes
Event	2022 International Symposium on Power Electronics, Electrical Drives, Automation and Motion, SPEEDAM 2022 - Sorrento, Italy Duration: Jun 22 2022 → Jun 24 2022

Publication series

Name	2022 International Symposium on Power Electronics, Electrical Drives, Automation and Motion, SPEEDAM 2022

Conference

Conference	2022 International Symposium on Power Electronics, Electrical Drives, Automation and Motion, SPEEDAM 2022
Country/Territory	Italy
City	Sorrento
Period	06/22/22 → 06/24/22

Funding

This work is supported by the U.S. Department of Energy Office of Science, Office of Electricity Microgrid R&D Program, and Office of Energy Efficiency and Renewable Energy Solar Energy Technology Office under the EPSCoR grant number DE-SC0020281. This work is supported by the U.S. Department of Energy Office of Science, Office of Electricity Microgrid R&D Program, and Office of Energy Efficiency and Renewable Energy Solar Energy Technology Office under the EPSCoR grant number DE-SC0020281. The authors would like to thank Nishcal Guruwacharya, Harish Bhandari, and Sheroze Liaquat from SDSU for reviewing the content and their valuable technical input to the paper.

Keywords

Data-driven
phase-locked loop
quadrature signal generation
single-phase inverter
systems identification

Access to Document

10.1109/SPEEDAM53979.2022.9841972

Cite this

Subedi, S., Fourney, R., Rekabdarkolaee, H. M., Tonkoski, R., Hansen, T. M., Vasquez-Plaza, J. D., & Andrade, F. (2022). Impact of PLL Design on Data-Driven Models for Grid-Connected Single-Phase Inverters. In 2022 International Symposium on Power Electronics, Electrical Drives, Automation and Motion, SPEEDAM 2022 (pp. 930-935). (2022 International Symposium on Power Electronics, Electrical Drives, Automation and Motion, SPEEDAM 2022). Institute of Electrical and Electronics Engineers Inc.. https://doi.org/10.1109/SPEEDAM53979.2022.9841972

Subedi, Sunil ; Fourney, Robert ; Rekabdarkolaee, Hossein Moradi et al. / Impact of PLL Design on Data-Driven Models for Grid-Connected Single-Phase Inverters. 2022 International Symposium on Power Electronics, Electrical Drives, Automation and Motion, SPEEDAM 2022. Institute of Electrical and Electronics Engineers Inc., 2022. pp. 930-935 (2022 International Symposium on Power Electronics, Electrical Drives, Automation and Motion, SPEEDAM 2022).

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title = "Impact of PLL Design on Data-Driven Models for Grid-Connected Single-Phase Inverters",

abstract = "This paper investigates the impact of quadrature signal generation based phase-locked loop (QSG-PLL) methods on data-driven modeling of grid-connected single-phase inverters (GCSI). The magnitudes of the grid voltage and current injected by a GCSI simulated in MATLAB/Simulink are estimated by each QSG-PLL approach. The best transfer function for the GCSI model is estimated in terms of goodness of fit, using the magnitudes obtained by each approach and the instrument variable system identification approach. Different grid disturbances (e.g., voltage sag, phase angle jumps, harmonic distortions, frequency fluctuation) are used to evaluate the performance of each data-driven model in comparison to the simulated model. The paper provides researchers guidance on which QSG-PLL to use to model GCSIs using data-driven methods.",

keywords = "Data-driven, phase-locked loop, quadrature signal generation, single-phase inverter, systems identification",

author = "Sunil Subedi and Robert Fourney and Rekabdarkolaee, {Hossein Moradi} and Reinaldo Tonkoski and Hansen, {Timothy M.} and Vasquez-Plaza, {Jesus D.} and Fabio Andrade",

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doi = "10.1109/SPEEDAM53979.2022.9841972",

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Subedi, S, Fourney, R, Rekabdarkolaee, HM, Tonkoski, R, Hansen, TM, Vasquez-Plaza, JD & Andrade, F 2022, Impact of PLL Design on Data-Driven Models for Grid-Connected Single-Phase Inverters. in 2022 International Symposium on Power Electronics, Electrical Drives, Automation and Motion, SPEEDAM 2022. 2022 International Symposium on Power Electronics, Electrical Drives, Automation and Motion, SPEEDAM 2022, Institute of Electrical and Electronics Engineers Inc., pp. 930-935, 2022 International Symposium on Power Electronics, Electrical Drives, Automation and Motion, SPEEDAM 2022, Sorrento, Italy, 06/22/22. https://doi.org/10.1109/SPEEDAM53979.2022.9841972

Impact of PLL Design on Data-Driven Models for Grid-Connected Single-Phase Inverters. / Subedi, Sunil; Fourney, Robert; Rekabdarkolaee, Hossein Moradi et al.
2022 International Symposium on Power Electronics, Electrical Drives, Automation and Motion, SPEEDAM 2022. Institute of Electrical and Electronics Engineers Inc., 2022. p. 930-935 (2022 International Symposium on Power Electronics, Electrical Drives, Automation and Motion, SPEEDAM 2022).

Research output: Chapter in Book/Report/Conference proceeding › Conference contribution › peer-review

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AU - Subedi, Sunil

AU - Fourney, Robert

AU - Rekabdarkolaee, Hossein Moradi

AU - Tonkoski, Reinaldo

AU - Hansen, Timothy M.

AU - Vasquez-Plaza, Jesus D.

AU - Andrade, Fabio

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N2 - This paper investigates the impact of quadrature signal generation based phase-locked loop (QSG-PLL) methods on data-driven modeling of grid-connected single-phase inverters (GCSI). The magnitudes of the grid voltage and current injected by a GCSI simulated in MATLAB/Simulink are estimated by each QSG-PLL approach. The best transfer function for the GCSI model is estimated in terms of goodness of fit, using the magnitudes obtained by each approach and the instrument variable system identification approach. Different grid disturbances (e.g., voltage sag, phase angle jumps, harmonic distortions, frequency fluctuation) are used to evaluate the performance of each data-driven model in comparison to the simulated model. The paper provides researchers guidance on which QSG-PLL to use to model GCSIs using data-driven methods.

AB - This paper investigates the impact of quadrature signal generation based phase-locked loop (QSG-PLL) methods on data-driven modeling of grid-connected single-phase inverters (GCSI). The magnitudes of the grid voltage and current injected by a GCSI simulated in MATLAB/Simulink are estimated by each QSG-PLL approach. The best transfer function for the GCSI model is estimated in terms of goodness of fit, using the magnitudes obtained by each approach and the instrument variable system identification approach. Different grid disturbances (e.g., voltage sag, phase angle jumps, harmonic distortions, frequency fluctuation) are used to evaluate the performance of each data-driven model in comparison to the simulated model. The paper provides researchers guidance on which QSG-PLL to use to model GCSIs using data-driven methods.

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Subedi S, Fourney R, Rekabdarkolaee HM, Tonkoski R, Hansen TM, Vasquez-Plaza JD et al. Impact of PLL Design on Data-Driven Models for Grid-Connected Single-Phase Inverters. In 2022 International Symposium on Power Electronics, Electrical Drives, Automation and Motion, SPEEDAM 2022. Institute of Electrical and Electronics Engineers Inc. 2022. p. 930-935. (2022 International Symposium on Power Electronics, Electrical Drives, Automation and Motion, SPEEDAM 2022). doi: 10.1109/SPEEDAM53979.2022.9841972

Impact of PLL Design on Data-Driven Models for Grid-Connected Single-Phase Inverters

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