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The Statistical Meaning of Kurtosis and Its New Application to Identification of Persons Based on Seismic Signals
This paper presents a new algorithm making use of kurtosis, which is a statistical parameter, to distinguish the seismic signal generated by a person's footsteps from other signals. It is adaptive to any environment and needs no machine study or training. As persons or other targets moving on t...
Autores principales: | , , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Molecular Diversity Preservation International (MDPI)
2008
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC3705491/ https://www.ncbi.nlm.nih.gov/pubmed/27873804 http://dx.doi.org/10.3390/s8085106 |
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author | Liang, Zhiqiang Wei, Jianming Zhao, Junyu Liu, Haitao Li, Baoqing Shen, Jie Zheng, Chunlei |
author_facet | Liang, Zhiqiang Wei, Jianming Zhao, Junyu Liu, Haitao Li, Baoqing Shen, Jie Zheng, Chunlei |
author_sort | Liang, Zhiqiang |
collection | PubMed |
description | This paper presents a new algorithm making use of kurtosis, which is a statistical parameter, to distinguish the seismic signal generated by a person's footsteps from other signals. It is adaptive to any environment and needs no machine study or training. As persons or other targets moving on the ground generate continuous signals in the form of seismic waves, we can separate different targets based on the seismic waves they generate. The parameter of kurtosis is sensitive to impulsive signals, so it's much more sensitive to the signal generated by person footsteps than other signals generated by vehicles, winds, noise, etc. The parameter of kurtosis is usually employed in the financial analysis, but rarely used in other fields. In this paper, we make use of kurtosis to distinguish person from other targets based on its different sensitivity to different signals. Simulation and application results show that this algorithm is very effective in distinguishing person from other targets. |
format | Online Article Text |
id | pubmed-3705491 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2008 |
publisher | Molecular Diversity Preservation International (MDPI) |
record_format | MEDLINE/PubMed |
spelling | pubmed-37054912013-07-09 The Statistical Meaning of Kurtosis and Its New Application to Identification of Persons Based on Seismic Signals Liang, Zhiqiang Wei, Jianming Zhao, Junyu Liu, Haitao Li, Baoqing Shen, Jie Zheng, Chunlei Sensors (Basel) Article This paper presents a new algorithm making use of kurtosis, which is a statistical parameter, to distinguish the seismic signal generated by a person's footsteps from other signals. It is adaptive to any environment and needs no machine study or training. As persons or other targets moving on the ground generate continuous signals in the form of seismic waves, we can separate different targets based on the seismic waves they generate. The parameter of kurtosis is sensitive to impulsive signals, so it's much more sensitive to the signal generated by person footsteps than other signals generated by vehicles, winds, noise, etc. The parameter of kurtosis is usually employed in the financial analysis, but rarely used in other fields. In this paper, we make use of kurtosis to distinguish person from other targets based on its different sensitivity to different signals. Simulation and application results show that this algorithm is very effective in distinguishing person from other targets. Molecular Diversity Preservation International (MDPI) 2008-08-27 /pmc/articles/PMC3705491/ /pubmed/27873804 http://dx.doi.org/10.3390/s8085106 Text en © 2008 by the authors; licensee Molecular Diversity Preservation International, Basel, Switzerland. This article is an open-access article distributed under the terms and conditions of the Creative Commons Attribution license (http://creativecommons.org/licenses/by/3.0/). |
spellingShingle | Article Liang, Zhiqiang Wei, Jianming Zhao, Junyu Liu, Haitao Li, Baoqing Shen, Jie Zheng, Chunlei The Statistical Meaning of Kurtosis and Its New Application to Identification of Persons Based on Seismic Signals |
title | The Statistical Meaning of Kurtosis and Its New Application to Identification of Persons Based on Seismic Signals |
title_full | The Statistical Meaning of Kurtosis and Its New Application to Identification of Persons Based on Seismic Signals |
title_fullStr | The Statistical Meaning of Kurtosis and Its New Application to Identification of Persons Based on Seismic Signals |
title_full_unstemmed | The Statistical Meaning of Kurtosis and Its New Application to Identification of Persons Based on Seismic Signals |
title_short | The Statistical Meaning of Kurtosis and Its New Application to Identification of Persons Based on Seismic Signals |
title_sort | statistical meaning of kurtosis and its new application to identification of persons based on seismic signals |
topic | Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC3705491/ https://www.ncbi.nlm.nih.gov/pubmed/27873804 http://dx.doi.org/10.3390/s8085106 |
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