Equivalence of Matrix Pencil and HTLS Ring-Down Electromechanical Mode Identification Algorithms

Matrix pencil and Hankel total least squares (HTLS) are two popular ring-down electro- mechanical mode identification algorithms. The appeal of these algorithms can be attributed to faster execution due to the non-iterative procedure of model order determination based on singular value decomposition...

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Main Authors: Krishna Rao, K. N. Shubhanga
Format: Article
Language:English
Published: IEEE 2023-01-01
Series:IEEE Access
Subjects:
Online Access:https://ieeexplore.ieee.org/document/10371292/
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author Krishna Rao
K. N. Shubhanga
author_facet Krishna Rao
K. N. Shubhanga
author_sort Krishna Rao
collection DOAJ
description Matrix pencil and Hankel total least squares (HTLS) are two popular ring-down electro- mechanical mode identification algorithms. The appeal of these algorithms can be attributed to faster execution due to the non-iterative procedure of model order determination based on singular value decomposition of the data matrix. In this paper, these two algorithms are shown to be equivalent – the data matrix in one being the transpose of that in the other. Although this equivalence is proved in the context of power systems, it is valid for other areas of system identification as well. Further, the performance of these algorithms is examined as noise level in the signal increases, and it is shown that these work right down to an SNR of 1 dB provided the signal has only poorly damped modes.
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spelling doaj.art-b2210181002d44dd85a915b98672cd202024-01-02T00:01:58ZengIEEEIEEE Access2169-35362023-01-011114632214633110.1109/ACCESS.2023.334605110371292Equivalence of Matrix Pencil and HTLS Ring-Down Electromechanical Mode Identification AlgorithmsKrishna Rao0https://orcid.org/0000-0001-7700-9191K. N. Shubhanga1https://orcid.org/0000-0002-8766-5413Department of Electrical and Electronics Engineering, NMAM Institute of Technology (NMAMIT), Nitte (Deemed to be University), Nitte, Karnataka, IndiaDepartment of Electrical and Electronics Engineering, NITK, Surathkal, Mangaluru, Karnataka, IndiaMatrix pencil and Hankel total least squares (HTLS) are two popular ring-down electro- mechanical mode identification algorithms. The appeal of these algorithms can be attributed to faster execution due to the non-iterative procedure of model order determination based on singular value decomposition of the data matrix. In this paper, these two algorithms are shown to be equivalent – the data matrix in one being the transpose of that in the other. Although this equivalence is proved in the context of power systems, it is valid for other areas of system identification as well. Further, the performance of these algorithms is examined as noise level in the signal increases, and it is shown that these work right down to an SNR of 1 dB provided the signal has only poorly damped modes.https://ieeexplore.ieee.org/document/10371292/Matrix pencilHankel total least squares (HTLS)ring-downelectromechanical mode identification
spellingShingle Krishna Rao
K. N. Shubhanga
Equivalence of Matrix Pencil and HTLS Ring-Down Electromechanical Mode Identification Algorithms
IEEE Access
Matrix pencil
Hankel total least squares (HTLS)
ring-down
electromechanical mode identification
title Equivalence of Matrix Pencil and HTLS Ring-Down Electromechanical Mode Identification Algorithms
title_full Equivalence of Matrix Pencil and HTLS Ring-Down Electromechanical Mode Identification Algorithms
title_fullStr Equivalence of Matrix Pencil and HTLS Ring-Down Electromechanical Mode Identification Algorithms
title_full_unstemmed Equivalence of Matrix Pencil and HTLS Ring-Down Electromechanical Mode Identification Algorithms
title_short Equivalence of Matrix Pencil and HTLS Ring-Down Electromechanical Mode Identification Algorithms
title_sort equivalence of matrix pencil and htls ring down electromechanical mode identification algorithms
topic Matrix pencil
Hankel total least squares (HTLS)
ring-down
electromechanical mode identification
url https://ieeexplore.ieee.org/document/10371292/
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