A semi-parametric model for ice accumulation rate and temperature based on Antarctic ice core data ...
In this paper, we present a semiparametric model for describing the effect of temperature on Antarctic ice accumulation on a paleoclimatic time scale. The model is motivated by sharp ups and downs in the rate of ice accumulation apparent from ice core records, which are synchronous with movements of...
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Online Access: | https://dx.doi.org/10.48550/arxiv.2309.03782 https://arxiv.org/abs/2309.03782 |
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ftdatacite:10.48550/arxiv.2309.03782 2023-11-05T03:36:57+01:00 A semi-parametric model for ice accumulation rate and temperature based on Antarctic ice core data ... Srivastava, Radhendushka Sengupta, Debasis 2023 https://dx.doi.org/10.48550/arxiv.2309.03782 https://arxiv.org/abs/2309.03782 unknown arXiv arXiv.org perpetual, non-exclusive license http://arxiv.org/licenses/nonexclusive-distrib/1.0/ Methodology stat.ME Statistics Theory math.ST Applications stat.AP FOS Computer and information sciences FOS Mathematics Article article CreativeWork Preprint 2023 ftdatacite https://doi.org/10.48550/arxiv.2309.03782 2023-10-09T10:43:42Z In this paper, we present a semiparametric model for describing the effect of temperature on Antarctic ice accumulation on a paleoclimatic time scale. The model is motivated by sharp ups and downs in the rate of ice accumulation apparent from ice core records, which are synchronous with movements of temperature. We prove strong consistency of the estimators under reasonable conditions. We conduct extensive simulations to assess the performance of the estimators and bootstrap based standard errors and confidence limits for the requisite range of sample sizes. Analysis of ice core data from two Antarctic locations over several hundred thousand years show a reasonable fit. The apparent accumulation rate exhibits a thinning pattern that should facilitate the understanding of ice condensation, transformation and flow over the ages. There is a very strong linear relationship between temperature and the apparent accumulation rate adjusted for thinning. ... Article in Journal/Newspaper Antarc* Antarctic ice core DataCite Metadata Store (German National Library of Science and Technology) |
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Open Polar |
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DataCite Metadata Store (German National Library of Science and Technology) |
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ftdatacite |
language |
unknown |
topic |
Methodology stat.ME Statistics Theory math.ST Applications stat.AP FOS Computer and information sciences FOS Mathematics |
spellingShingle |
Methodology stat.ME Statistics Theory math.ST Applications stat.AP FOS Computer and information sciences FOS Mathematics Srivastava, Radhendushka Sengupta, Debasis A semi-parametric model for ice accumulation rate and temperature based on Antarctic ice core data ... |
topic_facet |
Methodology stat.ME Statistics Theory math.ST Applications stat.AP FOS Computer and information sciences FOS Mathematics |
description |
In this paper, we present a semiparametric model for describing the effect of temperature on Antarctic ice accumulation on a paleoclimatic time scale. The model is motivated by sharp ups and downs in the rate of ice accumulation apparent from ice core records, which are synchronous with movements of temperature. We prove strong consistency of the estimators under reasonable conditions. We conduct extensive simulations to assess the performance of the estimators and bootstrap based standard errors and confidence limits for the requisite range of sample sizes. Analysis of ice core data from two Antarctic locations over several hundred thousand years show a reasonable fit. The apparent accumulation rate exhibits a thinning pattern that should facilitate the understanding of ice condensation, transformation and flow over the ages. There is a very strong linear relationship between temperature and the apparent accumulation rate adjusted for thinning. ... |
format |
Article in Journal/Newspaper |
author |
Srivastava, Radhendushka Sengupta, Debasis |
author_facet |
Srivastava, Radhendushka Sengupta, Debasis |
author_sort |
Srivastava, Radhendushka |
title |
A semi-parametric model for ice accumulation rate and temperature based on Antarctic ice core data ... |
title_short |
A semi-parametric model for ice accumulation rate and temperature based on Antarctic ice core data ... |
title_full |
A semi-parametric model for ice accumulation rate and temperature based on Antarctic ice core data ... |
title_fullStr |
A semi-parametric model for ice accumulation rate and temperature based on Antarctic ice core data ... |
title_full_unstemmed |
A semi-parametric model for ice accumulation rate and temperature based on Antarctic ice core data ... |
title_sort |
semi-parametric model for ice accumulation rate and temperature based on antarctic ice core data ... |
publisher |
arXiv |
publishDate |
2023 |
url |
https://dx.doi.org/10.48550/arxiv.2309.03782 https://arxiv.org/abs/2309.03782 |
genre |
Antarc* Antarctic ice core |
genre_facet |
Antarc* Antarctic ice core |
op_rights |
arXiv.org perpetual, non-exclusive license http://arxiv.org/licenses/nonexclusive-distrib/1.0/ |
op_doi |
https://doi.org/10.48550/arxiv.2309.03782 |
_version_ |
1781692272237084672 |