Cargando…

Dynamical Analysis and Visualization of Tornadoes Time Series

In this paper we analyze the behavior of tornado time-series in the U.S. from the perspective of dynamical systems. A tornado is a violently rotating column of air extending from a cumulonimbus cloud down to the ground. Such phenomena reveal features that are well described by power law functions an...

Descripción completa

Detalles Bibliográficos
Autores principales: Lopes, António M., Machado, J.A. Tenreiro
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Public Library of Science 2015
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4366018/
https://www.ncbi.nlm.nih.gov/pubmed/25790281
http://dx.doi.org/10.1371/journal.pone.0120260
_version_ 1782362300461613056
author Lopes, António M.
Machado, J.A. Tenreiro
author_facet Lopes, António M.
Machado, J.A. Tenreiro
author_sort Lopes, António M.
collection PubMed
description In this paper we analyze the behavior of tornado time-series in the U.S. from the perspective of dynamical systems. A tornado is a violently rotating column of air extending from a cumulonimbus cloud down to the ground. Such phenomena reveal features that are well described by power law functions and unveil characteristics found in systems with long range memory effects. Tornado time series are viewed as the output of a complex system and are interpreted as a manifestation of its dynamics. Tornadoes are modeled as sequences of Dirac impulses with amplitude proportional to the events size. First, a collection of time series involving 64 years is analyzed in the frequency domain by means of the Fourier transform. The amplitude spectra are approximated by power law functions and their parameters are read as an underlying signature of the system dynamics. Second, it is adopted the concept of circular time and the collective behavior of tornadoes analyzed. Clustering techniques are then adopted to identify and visualize the emerging patterns.
format Online
Article
Text
id pubmed-4366018
institution National Center for Biotechnology Information
language English
publishDate 2015
publisher Public Library of Science
record_format MEDLINE/PubMed
spelling pubmed-43660182015-03-23 Dynamical Analysis and Visualization of Tornadoes Time Series Lopes, António M. Machado, J.A. Tenreiro PLoS One Research Article In this paper we analyze the behavior of tornado time-series in the U.S. from the perspective of dynamical systems. A tornado is a violently rotating column of air extending from a cumulonimbus cloud down to the ground. Such phenomena reveal features that are well described by power law functions and unveil characteristics found in systems with long range memory effects. Tornado time series are viewed as the output of a complex system and are interpreted as a manifestation of its dynamics. Tornadoes are modeled as sequences of Dirac impulses with amplitude proportional to the events size. First, a collection of time series involving 64 years is analyzed in the frequency domain by means of the Fourier transform. The amplitude spectra are approximated by power law functions and their parameters are read as an underlying signature of the system dynamics. Second, it is adopted the concept of circular time and the collective behavior of tornadoes analyzed. Clustering techniques are then adopted to identify and visualize the emerging patterns. Public Library of Science 2015-03-19 /pmc/articles/PMC4366018/ /pubmed/25790281 http://dx.doi.org/10.1371/journal.pone.0120260 Text en © 2015 Lopes, Machado http://creativecommons.org/licenses/by/4.0/ 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 author and source are properly credited.
spellingShingle Research Article
Lopes, António M.
Machado, J.A. Tenreiro
Dynamical Analysis and Visualization of Tornadoes Time Series
title Dynamical Analysis and Visualization of Tornadoes Time Series
title_full Dynamical Analysis and Visualization of Tornadoes Time Series
title_fullStr Dynamical Analysis and Visualization of Tornadoes Time Series
title_full_unstemmed Dynamical Analysis and Visualization of Tornadoes Time Series
title_short Dynamical Analysis and Visualization of Tornadoes Time Series
title_sort dynamical analysis and visualization of tornadoes time series
topic Research Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4366018/
https://www.ncbi.nlm.nih.gov/pubmed/25790281
http://dx.doi.org/10.1371/journal.pone.0120260
work_keys_str_mv AT lopesantoniom dynamicalanalysisandvisualizationoftornadoestimeseries
AT machadojatenreiro dynamicalanalysisandvisualizationoftornadoestimeseries