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Estimation and Identification of Nonlinear Parameter of Motion Index Based on Least Squares Algorithm
Parameter identification is an important branch of automatic control. Due to its special function, it has been widely used in various fields, especially the modeling of complex systems or systems whose parameters are not easy to determine. With the development of control technology, the scale of the...
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Formato: | Online Artículo Texto |
Lenguaje: | English |
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Hindawi
2022
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Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9085361/ https://www.ncbi.nlm.nih.gov/pubmed/35548094 http://dx.doi.org/10.1155/2022/7383074 |
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author | Qin, Hong |
author_facet | Qin, Hong |
author_sort | Qin, Hong |
collection | PubMed |
description | Parameter identification is an important branch of automatic control. Due to its special function, it has been widely used in various fields, especially the modeling of complex systems or systems whose parameters are not easy to determine. With the development of control technology, the scale of the control object is getting larger and larger, which makes the calculation amount of the identification algorithm larger and larger. For the nonlinear system with complex structure, especially the nonlinear system containing the product of unknown parameters, the number of parameters of the over-parameterized identification method increases greatly, and the calculation amount of the identification algorithm also increases sharply. Therefore, a parameter estimation method with a small amount of calculation is explored. The results show that the proposed method can overcome the phenomenon of “data saturation”, thus improving the parameter identification results. |
format | Online Article Text |
id | pubmed-9085361 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2022 |
publisher | Hindawi |
record_format | MEDLINE/PubMed |
spelling | pubmed-90853612022-05-10 Estimation and Identification of Nonlinear Parameter of Motion Index Based on Least Squares Algorithm Qin, Hong Comput Intell Neurosci Research Article Parameter identification is an important branch of automatic control. Due to its special function, it has been widely used in various fields, especially the modeling of complex systems or systems whose parameters are not easy to determine. With the development of control technology, the scale of the control object is getting larger and larger, which makes the calculation amount of the identification algorithm larger and larger. For the nonlinear system with complex structure, especially the nonlinear system containing the product of unknown parameters, the number of parameters of the over-parameterized identification method increases greatly, and the calculation amount of the identification algorithm also increases sharply. Therefore, a parameter estimation method with a small amount of calculation is explored. The results show that the proposed method can overcome the phenomenon of “data saturation”, thus improving the parameter identification results. Hindawi 2022-05-02 /pmc/articles/PMC9085361/ /pubmed/35548094 http://dx.doi.org/10.1155/2022/7383074 Text en Copyright © 2022 Hong Qin. https://creativecommons.org/licenses/by/4.0/This is an open access article distributed under the Creative Commons Attribution License, which permits unrestricted use, distribution, and reproduction in any medium, provided the original work is properly cited. |
spellingShingle | Research Article Qin, Hong Estimation and Identification of Nonlinear Parameter of Motion Index Based on Least Squares Algorithm |
title | Estimation and Identification of Nonlinear Parameter of Motion Index Based on Least Squares Algorithm |
title_full | Estimation and Identification of Nonlinear Parameter of Motion Index Based on Least Squares Algorithm |
title_fullStr | Estimation and Identification of Nonlinear Parameter of Motion Index Based on Least Squares Algorithm |
title_full_unstemmed | Estimation and Identification of Nonlinear Parameter of Motion Index Based on Least Squares Algorithm |
title_short | Estimation and Identification of Nonlinear Parameter of Motion Index Based on Least Squares Algorithm |
title_sort | estimation and identification of nonlinear parameter of motion index based on least squares algorithm |
topic | Research Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9085361/ https://www.ncbi.nlm.nih.gov/pubmed/35548094 http://dx.doi.org/10.1155/2022/7383074 |
work_keys_str_mv | AT qinhong estimationandidentificationofnonlinearparameterofmotionindexbasedonleastsquaresalgorithm |