Volatility of unevenly sampled fractional Brownian motion: An application to ice core records

The analysis of many natural time series and especially those related to ice core records often suffers from uneven sampling intervals. For fractional Brownian motion, we show that standard estimates of the volatility can be strongly biased due to uneven sampling. Taking these limitations into accou...

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Bibliographic Details
Published in:Physical Review E
Main Authors: Davidsen, Jorn, Griffin, James
Format: Article in Journal/Newspaper
Language:unknown
Published: American Physical Society 2010
Subjects:
Online Access:http://nora.nerc.ac.uk/id/eprint/10483/
http://link.aps.org/doi/10.1103/PhysRevE.81.016107
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spelling ftnerc:oai:nora.nerc.ac.uk:10483 2023-05-15T13:45:10+02:00 Volatility of unevenly sampled fractional Brownian motion: An application to ice core records Davidsen, Jorn Griffin, James 2010 http://nora.nerc.ac.uk/id/eprint/10483/ http://link.aps.org/doi/10.1103/PhysRevE.81.016107 unknown American Physical Society Davidsen, Jorn; Griffin, James. 2010 Volatility of unevenly sampled fractional Brownian motion: An application to ice core records. Physical Review E, 81 (1), 016107. 1-9. https://doi.org/10.1103/PhysRevE.81.016107 <https://doi.org/10.1103/PhysRevE.81.016107> Meteorology and Climatology Glaciology Publication - Article PeerReviewed 2010 ftnerc https://doi.org/10.1103/PhysRevE.81.016107 2023-02-04T19:26:45Z The analysis of many natural time series and especially those related to ice core records often suffers from uneven sampling intervals. For fractional Brownian motion, we show that standard estimates of the volatility can be strongly biased due to uneven sampling. Taking these limitations into account, we study high-resolution records of temperature proxies obtained from Antarctic ice cores. We find that the volatility properties reveal a strong nonlinear component in the temperature time series for time scales of 5–200 kyr extending earlier results. These findings suggest in particular that temperature increments over these time scales appear in clusters of big and small increments—a big (positive or negative) change is most likely followed by a big (positive or negative) change and a small change is most likely followed by a small change. Article in Journal/Newspaper Antarc* Antarctic ice core Natural Environment Research Council: NERC Open Research Archive Antarctic Physical Review E 81 1
institution Open Polar
collection Natural Environment Research Council: NERC Open Research Archive
op_collection_id ftnerc
language unknown
topic Meteorology and Climatology
Glaciology
spellingShingle Meteorology and Climatology
Glaciology
Davidsen, Jorn
Griffin, James
Volatility of unevenly sampled fractional Brownian motion: An application to ice core records
topic_facet Meteorology and Climatology
Glaciology
description The analysis of many natural time series and especially those related to ice core records often suffers from uneven sampling intervals. For fractional Brownian motion, we show that standard estimates of the volatility can be strongly biased due to uneven sampling. Taking these limitations into account, we study high-resolution records of temperature proxies obtained from Antarctic ice cores. We find that the volatility properties reveal a strong nonlinear component in the temperature time series for time scales of 5–200 kyr extending earlier results. These findings suggest in particular that temperature increments over these time scales appear in clusters of big and small increments—a big (positive or negative) change is most likely followed by a big (positive or negative) change and a small change is most likely followed by a small change.
format Article in Journal/Newspaper
author Davidsen, Jorn
Griffin, James
author_facet Davidsen, Jorn
Griffin, James
author_sort Davidsen, Jorn
title Volatility of unevenly sampled fractional Brownian motion: An application to ice core records
title_short Volatility of unevenly sampled fractional Brownian motion: An application to ice core records
title_full Volatility of unevenly sampled fractional Brownian motion: An application to ice core records
title_fullStr Volatility of unevenly sampled fractional Brownian motion: An application to ice core records
title_full_unstemmed Volatility of unevenly sampled fractional Brownian motion: An application to ice core records
title_sort volatility of unevenly sampled fractional brownian motion: an application to ice core records
publisher American Physical Society
publishDate 2010
url http://nora.nerc.ac.uk/id/eprint/10483/
http://link.aps.org/doi/10.1103/PhysRevE.81.016107
geographic Antarctic
geographic_facet Antarctic
genre Antarc*
Antarctic
ice core
genre_facet Antarc*
Antarctic
ice core
op_relation Davidsen, Jorn; Griffin, James. 2010 Volatility of unevenly sampled fractional Brownian motion: An application to ice core records. Physical Review E, 81 (1), 016107. 1-9. https://doi.org/10.1103/PhysRevE.81.016107 <https://doi.org/10.1103/PhysRevE.81.016107>
op_doi https://doi.org/10.1103/PhysRevE.81.016107
container_title Physical Review E
container_volume 81
container_issue 1
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