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A Dynamical Systems Explanation of the Hurst Effect and Atmospheric Low-Frequency Variability

The Hurst effect plays an important role in many areas such as physics, climate and finance. It describes the anomalous growth of range and constrains the behavior and predictability of these systems. The Hurst effect is frequently taken to be synonymous with Long-Range Dependence (LRD) and is typic...

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Autores principales: Franzke, Christian L. E., Osprey, Scott M., Davini, Paolo, Watkins, Nicholas W.
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Nature Publishing Group 2015
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4358026/
https://www.ncbi.nlm.nih.gov/pubmed/25765880
http://dx.doi.org/10.1038/srep09068
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author Franzke, Christian L. E.
Osprey, Scott M.
Davini, Paolo
Watkins, Nicholas W.
author_facet Franzke, Christian L. E.
Osprey, Scott M.
Davini, Paolo
Watkins, Nicholas W.
author_sort Franzke, Christian L. E.
collection PubMed
description The Hurst effect plays an important role in many areas such as physics, climate and finance. It describes the anomalous growth of range and constrains the behavior and predictability of these systems. The Hurst effect is frequently taken to be synonymous with Long-Range Dependence (LRD) and is typically assumed to be produced by a stationary stochastic process which has infinite memory. However, infinite memory appears to be at odds with the Markovian nature of most physical laws while the stationarity assumption lacks robustness. Here we use Lorenz's paradigmatic chaotic model to show that regime behavior can also cause the Hurst effect. By giving an alternative, parsimonious, explanation using nonstationary Markovian dynamics, our results question the common belief that the Hurst effect necessarily implies a stationary infinite memory process. We also demonstrate that our results can explain atmospheric variability without the infinite memory previously thought necessary and are consistent with climate model simulations.
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spelling pubmed-43580262015-03-17 A Dynamical Systems Explanation of the Hurst Effect and Atmospheric Low-Frequency Variability Franzke, Christian L. E. Osprey, Scott M. Davini, Paolo Watkins, Nicholas W. Sci Rep Article The Hurst effect plays an important role in many areas such as physics, climate and finance. It describes the anomalous growth of range and constrains the behavior and predictability of these systems. The Hurst effect is frequently taken to be synonymous with Long-Range Dependence (LRD) and is typically assumed to be produced by a stationary stochastic process which has infinite memory. However, infinite memory appears to be at odds with the Markovian nature of most physical laws while the stationarity assumption lacks robustness. Here we use Lorenz's paradigmatic chaotic model to show that regime behavior can also cause the Hurst effect. By giving an alternative, parsimonious, explanation using nonstationary Markovian dynamics, our results question the common belief that the Hurst effect necessarily implies a stationary infinite memory process. We also demonstrate that our results can explain atmospheric variability without the infinite memory previously thought necessary and are consistent with climate model simulations. Nature Publishing Group 2015-03-13 /pmc/articles/PMC4358026/ /pubmed/25765880 http://dx.doi.org/10.1038/srep09068 Text en Copyright © 2015, Macmillan Publishers Limited. All rights reserved http://creativecommons.org/licenses/by/4.0/ This work is licensed under a Creative Commons Attribution 4.0 International License. The images or other third party material in this article are included in the article's Creative Commons license, unless indicated otherwise in the credit line; if the material is not included under the Creative Commons license, users will need to obtain permission from the license holder in order to reproduce the material. To view a copy of this license, visit http://creativecommons.org/licenses/by/4.0/
spellingShingle Article
Franzke, Christian L. E.
Osprey, Scott M.
Davini, Paolo
Watkins, Nicholas W.
A Dynamical Systems Explanation of the Hurst Effect and Atmospheric Low-Frequency Variability
title A Dynamical Systems Explanation of the Hurst Effect and Atmospheric Low-Frequency Variability
title_full A Dynamical Systems Explanation of the Hurst Effect and Atmospheric Low-Frequency Variability
title_fullStr A Dynamical Systems Explanation of the Hurst Effect and Atmospheric Low-Frequency Variability
title_full_unstemmed A Dynamical Systems Explanation of the Hurst Effect and Atmospheric Low-Frequency Variability
title_short A Dynamical Systems Explanation of the Hurst Effect and Atmospheric Low-Frequency Variability
title_sort dynamical systems explanation of the hurst effect and atmospheric low-frequency variability
topic Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4358026/
https://www.ncbi.nlm.nih.gov/pubmed/25765880
http://dx.doi.org/10.1038/srep09068
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