Analysis and modelling of glacial climate transitions using simple dynamical systems
Glacial climate variability is studied integrating simple nonlinear stochastic dynamical systems with palaeoclimatic records. Different models representing different dynamical mechanisms and modelling approaches are contrasted; model comparison and selection is based on a likelihood function, an inf...
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crroyalsociety:10.1098/rsta.2011.0472 2024-06-02T08:05:42+00:00 Analysis and modelling of glacial climate transitions using simple dynamical systems Kwasniok, Frank 2013 http://dx.doi.org/10.1098/rsta.2011.0472 https://royalsocietypublishing.org/doi/pdf/10.1098/rsta.2011.0472 https://royalsocietypublishing.org/doi/full-xml/10.1098/rsta.2011.0472 en eng The Royal Society https://royalsociety.org/journals/ethics-policies/data-sharing-mining/ Philosophical Transactions of the Royal Society A: Mathematical, Physical and Engineering Sciences volume 371, issue 1991, page 20110472 ISSN 1364-503X 1471-2962 journal-article 2013 crroyalsociety https://doi.org/10.1098/rsta.2011.0472 2024-05-07T14:16:28Z Glacial climate variability is studied integrating simple nonlinear stochastic dynamical systems with palaeoclimatic records. Different models representing different dynamical mechanisms and modelling approaches are contrasted; model comparison and selection is based on a likelihood function, an information criterion as well as various long-term summary statistics. A two-dimensional stochastic relaxation oscillator model with proxy temperature as the fast variable is formulated and the system parameters and noise levels estimated from Greenland ice-core data. The deterministic part of the model is found to be close to the Hopf bifurcation, where the fixed point becomes unstable and a limit cycle appears. The system is excitable; under stochastic forcing, it exhibits noisy large-amplitude oscillations capturing the basic statistical characteristics of the transitions between the cold and the warm state. No external forcing is needed in the model. The relaxation oscillator is much better supported by the data than noise-driven motion in a one-dimensional bistable potential. Two variants of a mixture of local linear stochastic models, each associated with an unobservable dynamical regime or cluster in state space, are also considered. Three regimes are identified, corresponding to the different phases of the relaxation oscillator: (i) lingering around the cold state, (ii) rapid shift towards the warm state, (iii) slow relaxation out of the warm state back to the cold state. The mixture models have a high likelihood and are able to capture the pronounced time-reversal asymmetry in the ice-core data as well as the distribution of waiting times between onsets of Dansgaard–Oeschger events. Article in Journal/Newspaper Dansgaard-Oeschger events Greenland Greenland ice core ice core The Royal Society Greenland Philosophical Transactions of the Royal Society A: Mathematical, Physical and Engineering Sciences 371 1991 20110472 |
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Open Polar |
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The Royal Society |
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crroyalsociety |
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English |
description |
Glacial climate variability is studied integrating simple nonlinear stochastic dynamical systems with palaeoclimatic records. Different models representing different dynamical mechanisms and modelling approaches are contrasted; model comparison and selection is based on a likelihood function, an information criterion as well as various long-term summary statistics. A two-dimensional stochastic relaxation oscillator model with proxy temperature as the fast variable is formulated and the system parameters and noise levels estimated from Greenland ice-core data. The deterministic part of the model is found to be close to the Hopf bifurcation, where the fixed point becomes unstable and a limit cycle appears. The system is excitable; under stochastic forcing, it exhibits noisy large-amplitude oscillations capturing the basic statistical characteristics of the transitions between the cold and the warm state. No external forcing is needed in the model. The relaxation oscillator is much better supported by the data than noise-driven motion in a one-dimensional bistable potential. Two variants of a mixture of local linear stochastic models, each associated with an unobservable dynamical regime or cluster in state space, are also considered. Three regimes are identified, corresponding to the different phases of the relaxation oscillator: (i) lingering around the cold state, (ii) rapid shift towards the warm state, (iii) slow relaxation out of the warm state back to the cold state. The mixture models have a high likelihood and are able to capture the pronounced time-reversal asymmetry in the ice-core data as well as the distribution of waiting times between onsets of Dansgaard–Oeschger events. |
format |
Article in Journal/Newspaper |
author |
Kwasniok, Frank |
spellingShingle |
Kwasniok, Frank Analysis and modelling of glacial climate transitions using simple dynamical systems |
author_facet |
Kwasniok, Frank |
author_sort |
Kwasniok, Frank |
title |
Analysis and modelling of glacial climate transitions using simple dynamical systems |
title_short |
Analysis and modelling of glacial climate transitions using simple dynamical systems |
title_full |
Analysis and modelling of glacial climate transitions using simple dynamical systems |
title_fullStr |
Analysis and modelling of glacial climate transitions using simple dynamical systems |
title_full_unstemmed |
Analysis and modelling of glacial climate transitions using simple dynamical systems |
title_sort |
analysis and modelling of glacial climate transitions using simple dynamical systems |
publisher |
The Royal Society |
publishDate |
2013 |
url |
http://dx.doi.org/10.1098/rsta.2011.0472 https://royalsocietypublishing.org/doi/pdf/10.1098/rsta.2011.0472 https://royalsocietypublishing.org/doi/full-xml/10.1098/rsta.2011.0472 |
geographic |
Greenland |
geographic_facet |
Greenland |
genre |
Dansgaard-Oeschger events Greenland Greenland ice core ice core |
genre_facet |
Dansgaard-Oeschger events Greenland Greenland ice core ice core |
op_source |
Philosophical Transactions of the Royal Society A: Mathematical, Physical and Engineering Sciences volume 371, issue 1991, page 20110472 ISSN 1364-503X 1471-2962 |
op_rights |
https://royalsociety.org/journals/ethics-policies/data-sharing-mining/ |
op_doi |
https://doi.org/10.1098/rsta.2011.0472 |
container_title |
Philosophical Transactions of the Royal Society A: Mathematical, Physical and Engineering Sciences |
container_volume |
371 |
container_issue |
1991 |
container_start_page |
20110472 |
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1800750574304493568 |