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Time Evolution of Initial Errors in Lorenz's 05 Chaotic Model
Initial errors in weather prediction grow in time and, as they become larger, their growth slows down and then stops at an asymptotic value. Time of reaching this saturation point represents the limit of predictability. This paper studies the asymptotic values and time limits in a chaotic atmospheri...
Autores principales: | , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Hindawi Publishing Corporation
2015
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4539497/ https://www.ncbi.nlm.nih.gov/pubmed/26346316 http://dx.doi.org/10.1155/2015/729080 |
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author | Bednář, Hynek Raidl, Aleš Mikšovský, Jiří |
author_facet | Bednář, Hynek Raidl, Aleš Mikšovský, Jiří |
author_sort | Bednář, Hynek |
collection | PubMed |
description | Initial errors in weather prediction grow in time and, as they become larger, their growth slows down and then stops at an asymptotic value. Time of reaching this saturation point represents the limit of predictability. This paper studies the asymptotic values and time limits in a chaotic atmospheric model for five initial errors, using ensemble prediction method (model's data) as well as error approximation by quadratic and logarithmic hypothesis and their modifications. We show that modified hypotheses approximate the model's time limits better, but not without serious disadvantages. We demonstrate how hypotheses can be further improved to achieve better match of time limits with the model. We also show that quadratic hypothesis approximates the model's asymptotic value best and that, after improvement, it also approximates the model's time limits better for almost all initial errors and time lengths. |
format | Online Article Text |
id | pubmed-4539497 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2015 |
publisher | Hindawi Publishing Corporation |
record_format | MEDLINE/PubMed |
spelling | pubmed-45394972015-09-06 Time Evolution of Initial Errors in Lorenz's 05 Chaotic Model Bednář, Hynek Raidl, Aleš Mikšovský, Jiří ScientificWorldJournal Research Article Initial errors in weather prediction grow in time and, as they become larger, their growth slows down and then stops at an asymptotic value. Time of reaching this saturation point represents the limit of predictability. This paper studies the asymptotic values and time limits in a chaotic atmospheric model for five initial errors, using ensemble prediction method (model's data) as well as error approximation by quadratic and logarithmic hypothesis and their modifications. We show that modified hypotheses approximate the model's time limits better, but not without serious disadvantages. We demonstrate how hypotheses can be further improved to achieve better match of time limits with the model. We also show that quadratic hypothesis approximates the model's asymptotic value best and that, after improvement, it also approximates the model's time limits better for almost all initial errors and time lengths. Hindawi Publishing Corporation 2015 2015-08-04 /pmc/articles/PMC4539497/ /pubmed/26346316 http://dx.doi.org/10.1155/2015/729080 Text en Copyright © 2015 Hynek Bednář et al. https://creativecommons.org/licenses/by/3.0/ This is an open access article distributed under the Creative Commons Attribution License, which permits unrestricted use, distribution, and reproduction in any medium, provided the original work is properly cited. |
spellingShingle | Research Article Bednář, Hynek Raidl, Aleš Mikšovský, Jiří Time Evolution of Initial Errors in Lorenz's 05 Chaotic Model |
title | Time Evolution of Initial Errors in Lorenz's 05 Chaotic Model |
title_full | Time Evolution of Initial Errors in Lorenz's 05 Chaotic Model |
title_fullStr | Time Evolution of Initial Errors in Lorenz's 05 Chaotic Model |
title_full_unstemmed | Time Evolution of Initial Errors in Lorenz's 05 Chaotic Model |
title_short | Time Evolution of Initial Errors in Lorenz's 05 Chaotic Model |
title_sort | time evolution of initial errors in lorenz's 05 chaotic model |
topic | Research Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4539497/ https://www.ncbi.nlm.nih.gov/pubmed/26346316 http://dx.doi.org/10.1155/2015/729080 |
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