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Toward the detection of gravitational waves under non-Gaussian noises II. Independent component analysis
We introduce a new analysis method to deal with stationary non-Gaussian noises in gravitational wave detectors in terms of the independent component analysis. First, we consider the simplest case where the detector outputs are linear combinations of the inputs, consisting of signals and various nois...
Autores principales: | , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
The Japan Academy
2016
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5243949/ https://www.ncbi.nlm.nih.gov/pubmed/27725472 http://dx.doi.org/10.2183/pjab.92.336 |
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author | MORISAKI, Soichiro YOKOYAMA, Jun’ichi EDA, Kazunari ITOH, Yousuke |
author_facet | MORISAKI, Soichiro YOKOYAMA, Jun’ichi EDA, Kazunari ITOH, Yousuke |
author_sort | MORISAKI, Soichiro |
collection | PubMed |
description | We introduce a new analysis method to deal with stationary non-Gaussian noises in gravitational wave detectors in terms of the independent component analysis. First, we consider the simplest case where the detector outputs are linear combinations of the inputs, consisting of signals and various noises, and show that this method may be helpful to increase the signal-to-noise ratio. Next, we take into account the time delay between the inputs and the outputs. Finally, we extend our method to nonlinearly correlated noises and show that our method can identify the coupling coefficients and remove non-Gaussian noises. Although we focus on gravitational wave data analysis, our methods are applicable to the detection of any signals under non-Gaussian noises. |
format | Online Article Text |
id | pubmed-5243949 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2016 |
publisher | The Japan Academy |
record_format | MEDLINE/PubMed |
spelling | pubmed-52439492017-02-21 Toward the detection of gravitational waves under non-Gaussian noises II. Independent component analysis MORISAKI, Soichiro YOKOYAMA, Jun’ichi EDA, Kazunari ITOH, Yousuke Proc Jpn Acad Ser B Phys Biol Sci Original Article We introduce a new analysis method to deal with stationary non-Gaussian noises in gravitational wave detectors in terms of the independent component analysis. First, we consider the simplest case where the detector outputs are linear combinations of the inputs, consisting of signals and various noises, and show that this method may be helpful to increase the signal-to-noise ratio. Next, we take into account the time delay between the inputs and the outputs. Finally, we extend our method to nonlinearly correlated noises and show that our method can identify the coupling coefficients and remove non-Gaussian noises. Although we focus on gravitational wave data analysis, our methods are applicable to the detection of any signals under non-Gaussian noises. The Japan Academy 2016-10-11 /pmc/articles/PMC5243949/ /pubmed/27725472 http://dx.doi.org/10.2183/pjab.92.336 Text en © 2016 The Japan Academy This is an open access article distributed under the terms of the Creative Commons Attribution License, which permits unrestricted use, distribution, and reproduction in any medium, provided the original work is properly cited. |
spellingShingle | Original Article MORISAKI, Soichiro YOKOYAMA, Jun’ichi EDA, Kazunari ITOH, Yousuke Toward the detection of gravitational waves under non-Gaussian noises II. Independent component analysis |
title | Toward the detection of gravitational waves under non-Gaussian noises II. Independent component analysis |
title_full | Toward the detection of gravitational waves under non-Gaussian noises II. Independent component analysis |
title_fullStr | Toward the detection of gravitational waves under non-Gaussian noises II. Independent component analysis |
title_full_unstemmed | Toward the detection of gravitational waves under non-Gaussian noises II. Independent component analysis |
title_short | Toward the detection of gravitational waves under non-Gaussian noises II. Independent component analysis |
title_sort | toward the detection of gravitational waves under non-gaussian noises ii. independent component analysis |
topic | Original Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5243949/ https://www.ncbi.nlm.nih.gov/pubmed/27725472 http://dx.doi.org/10.2183/pjab.92.336 |
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