A semi-parametric model for assessing the effect of temperature on ice accumulation rate from Antarctic ice core data
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arXiv
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| Format: | Preprint |
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2023
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| _version_ | 1866909707049893888 |
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| author | Srivastava, Radhendushka Sengupta, Debasis |
| author_facet | Srivastava, Radhendushka Sengupta, Debasis |
| contents | 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 data 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 shows 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 | Preprint |
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arxiv_https___arxiv_org_abs_2309_03782 |
| institution | arXiv |
| publishDate | 2023 |
| record_format | arxiv |
| spellingShingle | A semi-parametric model for assessing the effect of temperature on ice accumulation rate from Antarctic ice core data Srivastava, Radhendushka Sengupta, Debasis Methodology Statistics Theory Applications 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 data 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 shows 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. |
| title | A semi-parametric model for assessing the effect of temperature on ice accumulation rate from Antarctic ice core data |
| topic | Methodology Statistics Theory Applications |
| url | https://arxiv.org/abs/2309.03782 |