Reducing stochasticity in the North Altantic Oscillation index with coupled Langevin equations
We present a critical investigation of the functional relationship between the two pressure time series routinely used to define the index characterizing the North Atlantic Oscillation NAO , well known to regulate global climate variability and change. First, by a standard Markov analysis we show th...
Main Authors: | , , , |
---|---|
Format: | Article in Journal/Newspaper |
Language: | English |
Published: |
2005
|
Subjects: | |
Online Access: | http://hdl.handle.net/10183/101619 |
id |
ftunivfrgs:oai:www.lume.ufrgs.br:10183/101619 |
---|---|
record_format |
openpolar |
spelling |
ftunivfrgs:oai:www.lume.ufrgs.br:10183/101619 2024-04-28T08:30:28+00:00 Reducing stochasticity in the North Altantic Oscillation index with coupled Langevin equations Lind, Pedro Gonçalves Mora, Alejandro Gallas, Jason Alfredo Carlson Haase, Maria 2005 application/pdf http://hdl.handle.net/10183/101619 eng eng Physical review. E, Statistical, nonlinear, and soft matter physics. Vol. 72, no. 5 (Nov. 2005), 056706, 12 p. 1539-3755 http://hdl.handle.net/10183/101619 000538440 Open Access Climatologia Processos de Markov Processos estocásticos Séries temporais Artigo de periódico Estrangeiro 2005 ftunivfrgs 2024-04-03T14:25:54Z We present a critical investigation of the functional relationship between the two pressure time series routinely used to define the index characterizing the North Atlantic Oscillation NAO , well known to regulate global climate variability and change. First, by a standard Markov analysis we show that the standard NAO index based on the pressure difference is not optimal in the sense of producing sufficiently reliable forecasts because it contains a dominating stochastic term in the corresponding Langevin equation. Then, we introduce a variationally optimized Markov analysis involving two coupled Langevin equations tailored to produce a NAO quasi-index having the desired minimum possible stochasticity. The variationally optimized Markov analysis is very general and can be applied in other physical situations involving two or more time series. Article in Journal/Newspaper North Atlantic North Atlantic oscillation Universidade Federal do Rio Grande do Sul (UFRGS): Lume |
institution |
Open Polar |
collection |
Universidade Federal do Rio Grande do Sul (UFRGS): Lume |
op_collection_id |
ftunivfrgs |
language |
English |
topic |
Climatologia Processos de Markov Processos estocásticos Séries temporais |
spellingShingle |
Climatologia Processos de Markov Processos estocásticos Séries temporais Lind, Pedro Gonçalves Mora, Alejandro Gallas, Jason Alfredo Carlson Haase, Maria Reducing stochasticity in the North Altantic Oscillation index with coupled Langevin equations |
topic_facet |
Climatologia Processos de Markov Processos estocásticos Séries temporais |
description |
We present a critical investigation of the functional relationship between the two pressure time series routinely used to define the index characterizing the North Atlantic Oscillation NAO , well known to regulate global climate variability and change. First, by a standard Markov analysis we show that the standard NAO index based on the pressure difference is not optimal in the sense of producing sufficiently reliable forecasts because it contains a dominating stochastic term in the corresponding Langevin equation. Then, we introduce a variationally optimized Markov analysis involving two coupled Langevin equations tailored to produce a NAO quasi-index having the desired minimum possible stochasticity. The variationally optimized Markov analysis is very general and can be applied in other physical situations involving two or more time series. |
format |
Article in Journal/Newspaper |
author |
Lind, Pedro Gonçalves Mora, Alejandro Gallas, Jason Alfredo Carlson Haase, Maria |
author_facet |
Lind, Pedro Gonçalves Mora, Alejandro Gallas, Jason Alfredo Carlson Haase, Maria |
author_sort |
Lind, Pedro Gonçalves |
title |
Reducing stochasticity in the North Altantic Oscillation index with coupled Langevin equations |
title_short |
Reducing stochasticity in the North Altantic Oscillation index with coupled Langevin equations |
title_full |
Reducing stochasticity in the North Altantic Oscillation index with coupled Langevin equations |
title_fullStr |
Reducing stochasticity in the North Altantic Oscillation index with coupled Langevin equations |
title_full_unstemmed |
Reducing stochasticity in the North Altantic Oscillation index with coupled Langevin equations |
title_sort |
reducing stochasticity in the north altantic oscillation index with coupled langevin equations |
publishDate |
2005 |
url |
http://hdl.handle.net/10183/101619 |
genre |
North Atlantic North Atlantic oscillation |
genre_facet |
North Atlantic North Atlantic oscillation |
op_relation |
Physical review. E, Statistical, nonlinear, and soft matter physics. Vol. 72, no. 5 (Nov. 2005), 056706, 12 p. 1539-3755 http://hdl.handle.net/10183/101619 000538440 |
op_rights |
Open Access |
_version_ |
1797588323700572160 |