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Decimative Spectral Estimation with Unconstrained Model Order
This paper presents a new state-space method for spectral estimation that performs decimation by any factor, it makes use of the full set of data and brings further apart the poles under consideration, while imposing almost no constraints to the size of the Hankel matrix (model order), as decimation...
Autores principales: | , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Hindawi Publishing Corporation
2012
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC3296265/ https://www.ncbi.nlm.nih.gov/pubmed/22461845 http://dx.doi.org/10.1155/2012/917695 |
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author | Fotinea, Stavroula-Evita Dologlou, Ioannis Bakamidis, Stylianos Athanaselis, Theologos |
author_facet | Fotinea, Stavroula-Evita Dologlou, Ioannis Bakamidis, Stylianos Athanaselis, Theologos |
author_sort | Fotinea, Stavroula-Evita |
collection | PubMed |
description | This paper presents a new state-space method for spectral estimation that performs decimation by any factor, it makes use of the full set of data and brings further apart the poles under consideration, while imposing almost no constraints to the size of the Hankel matrix (model order), as decimation increases. It is compared against two previously proposed techniques for spectral estimation (along with derived decimative versions), that lie among the most promising methods in the field of spectroscopy, where accuracy of parameter estimation is of utmost importance. Moreover, it is compared against a state-of-the-art purely decimative method proposed in literature. Experiments performed on simulated NMR signals prove the new method to be more robust, especially for low signal-to-noise ratio. |
format | Online Article Text |
id | pubmed-3296265 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2012 |
publisher | Hindawi Publishing Corporation |
record_format | MEDLINE/PubMed |
spelling | pubmed-32962652012-03-29 Decimative Spectral Estimation with Unconstrained Model Order Fotinea, Stavroula-Evita Dologlou, Ioannis Bakamidis, Stylianos Athanaselis, Theologos Comput Math Methods Med Research Article This paper presents a new state-space method for spectral estimation that performs decimation by any factor, it makes use of the full set of data and brings further apart the poles under consideration, while imposing almost no constraints to the size of the Hankel matrix (model order), as decimation increases. It is compared against two previously proposed techniques for spectral estimation (along with derived decimative versions), that lie among the most promising methods in the field of spectroscopy, where accuracy of parameter estimation is of utmost importance. Moreover, it is compared against a state-of-the-art purely decimative method proposed in literature. Experiments performed on simulated NMR signals prove the new method to be more robust, especially for low signal-to-noise ratio. Hindawi Publishing Corporation 2012 2012-02-22 /pmc/articles/PMC3296265/ /pubmed/22461845 http://dx.doi.org/10.1155/2012/917695 Text en Copyright © 2012 Stavroula-Evita Fotinea et al. https://creativecommons.org/licenses/by/3.0/ 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 Fotinea, Stavroula-Evita Dologlou, Ioannis Bakamidis, Stylianos Athanaselis, Theologos Decimative Spectral Estimation with Unconstrained Model Order |
title | Decimative Spectral Estimation with Unconstrained Model Order |
title_full | Decimative Spectral Estimation with Unconstrained Model Order |
title_fullStr | Decimative Spectral Estimation with Unconstrained Model Order |
title_full_unstemmed | Decimative Spectral Estimation with Unconstrained Model Order |
title_short | Decimative Spectral Estimation with Unconstrained Model Order |
title_sort | decimative spectral estimation with unconstrained model order |
topic | Research Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC3296265/ https://www.ncbi.nlm.nih.gov/pubmed/22461845 http://dx.doi.org/10.1155/2012/917695 |
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