Handling Initial Conditions in Vector Fitting for Real Time Modeling of Power System Dynamics
This paper develops a predictive modeling algorithm, denoted as Real-Time Vector Fitting (RTVF), which is capable of approximating the real-time linearized dynamics of multi-input multi-output (MIMO) dynamical systems via rational transfer function matrices. Based on a generalization of the well-kno...
| Main Authors: | , , , , |
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| Other Authors: | |
| Format: | Article |
| Language: | English |
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MDPI AG
2021
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| Online Access: | https://hdl.handle.net/1721.1/130946 |
| _version_ | 1826191503734603776 |
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| author | Bradde, Tommaso Chevalier, Samuel De Stefano, Marco Grivet-Talocia, Stefano Daniel, Luca |
| author2 | Massachusetts Institute of Technology. Department of Electrical Engineering and Computer Science |
| author_facet | Massachusetts Institute of Technology. Department of Electrical Engineering and Computer Science Bradde, Tommaso Chevalier, Samuel De Stefano, Marco Grivet-Talocia, Stefano Daniel, Luca |
| author_sort | Bradde, Tommaso |
| collection | MIT |
| description | This paper develops a predictive modeling algorithm, denoted as Real-Time Vector Fitting (RTVF), which is capable of approximating the real-time linearized dynamics of multi-input multi-output (MIMO) dynamical systems via rational transfer function matrices. Based on a generalization of the well-known Time-Domain Vector Fitting (TDVF) algorithm, RTVF is suitable for online modeling of dynamical systems which experience both initial-state decay contributions in the measured output signals and concurrently active input signals. These adaptations were specifically contrived to meet the needs currently present in the electrical power systems community, where real-time modeling of low frequency power system dynamics is becoming an increasingly coveted tool by power system operators. After introducing and validating the RTVF scheme on synthetic test cases, this paper presents a series of numerical tests on high-order closed-loop generator systems in the IEEE 39-bus test system. |
| first_indexed | 2024-09-23T08:56:53Z |
| format | Article |
| id | mit-1721.1/130946 |
| institution | Massachusetts Institute of Technology |
| language | English |
| last_indexed | 2024-09-23T08:56:53Z |
| publishDate | 2021 |
| publisher | MDPI AG |
| record_format | dspace |
| spelling | mit-1721.1/1309462022-09-30T12:22:45Z Handling Initial Conditions in Vector Fitting for Real Time Modeling of Power System Dynamics Bradde, Tommaso Chevalier, Samuel De Stefano, Marco Grivet-Talocia, Stefano Daniel, Luca Massachusetts Institute of Technology. Department of Electrical Engineering and Computer Science This paper develops a predictive modeling algorithm, denoted as Real-Time Vector Fitting (RTVF), which is capable of approximating the real-time linearized dynamics of multi-input multi-output (MIMO) dynamical systems via rational transfer function matrices. Based on a generalization of the well-known Time-Domain Vector Fitting (TDVF) algorithm, RTVF is suitable for online modeling of dynamical systems which experience both initial-state decay contributions in the measured output signals and concurrently active input signals. These adaptations were specifically contrived to meet the needs currently present in the electrical power systems community, where real-time modeling of low frequency power system dynamics is becoming an increasingly coveted tool by power system operators. After introducing and validating the RTVF scheme on synthetic test cases, this paper presents a series of numerical tests on high-order closed-loop generator systems in the IEEE 39-bus test system. 2021-06-15T19:22:34Z 2021-06-15T19:22:34Z 2021-04 2021-04 2021-06-11T13:50:31Z Article http://purl.org/eprint/type/JournalArticle 1996-1073 https://hdl.handle.net/1721.1/130946 Bradde, Tommaso et al. "Handling Initial Conditions in Vector Fitting for Real Time Modeling of Power System Dynamics." Energies 14, 9 (April 2021): 2471. © 2021 The Authors en http://dx.doi.org/10.3390/en14092471 Energies Creative Commons Attribution 4.0 International license https://creativecommons.org/licenses/by/4.0/ application/pdf MDPI AG MDPI |
| spellingShingle | Bradde, Tommaso Chevalier, Samuel De Stefano, Marco Grivet-Talocia, Stefano Daniel, Luca Handling Initial Conditions in Vector Fitting for Real Time Modeling of Power System Dynamics |
| title | Handling Initial Conditions in Vector Fitting for Real Time Modeling of Power System Dynamics |
| title_full | Handling Initial Conditions in Vector Fitting for Real Time Modeling of Power System Dynamics |
| title_fullStr | Handling Initial Conditions in Vector Fitting for Real Time Modeling of Power System Dynamics |
| title_full_unstemmed | Handling Initial Conditions in Vector Fitting for Real Time Modeling of Power System Dynamics |
| title_short | Handling Initial Conditions in Vector Fitting for Real Time Modeling of Power System Dynamics |
| title_sort | handling initial conditions in vector fitting for real time modeling of power system dynamics |
| url | https://hdl.handle.net/1721.1/130946 |
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