A Method for Generating Coherent Spatially Explicit Maps of Seasonal Paleoclimates From Site‐Based Reconstructions
Abstract We describe a method for reconstructing spatially explicit maps of seasonal paleoclimate variables from site‐based reconstructions. Using a 3‐D‐Variational technique, the method finds the best statistically unbiased, and spatially continuous, estimate of the paleoclimate anomalies through c...
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Online Access: | https://doi.org/10.1029/2019MS001630 |
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doaj-e89c6417932d44fdbbe7031bc1f7d7f62021-04-08T18:46:33ZengAmerican Geophysical Union (AGU)Journal of Advances in Modeling Earth Systems1942-24662020-01-01121n/an/a10.1029/2019MS001630A Method for Generating Coherent Spatially Explicit Maps of Seasonal Paleoclimates From Site‐Based ReconstructionsS. F. Cleator0S. P. Harrison1N. K. Nichols2I. C. Prentice3I. Roulstone4Department of Mathematics University of Surrey Guildford UKSchool of Archaeology, Geography and Environmental Sciences (SAGES) University of Reading Reading UKDepartment of Mathematics & Statistics University of Reading Reading UKAXA Chair of Biosphere and Climate Impacts, Department of Life Sciences Imperial College London London UKDepartment of Mathematics University of Surrey Guildford UKAbstract We describe a method for reconstructing spatially explicit maps of seasonal paleoclimate variables from site‐based reconstructions. Using a 3‐D‐Variational technique, the method finds the best statistically unbiased, and spatially continuous, estimate of the paleoclimate anomalies through combining the site‐based reconstructions and a prior estimate of the paleoclimate state. By assuming a set of correlations in the error of the prior, the resulting climate is smoothed both from month to month and from grid cell to grid cell. The amount of smoothing can be controlled through the choice of two length‐scale values. The method is applied to a set of reconstructions of the climate of the Last Glacial Maximum (ca. 21,000 years ago) for southern Europe derived from pollen data with a prior derived from results from the third phase of the Palaeoclimate Modelling Intercomparison Project. We demonstrate how to choose suitable values for the smoothing length scales for the data sets used in the reconstruction.https://doi.org/10.1029/2019MS001630paleoclimate3‐D variationalcorrelationpollen reconstructioncondition numberresolution matrix |
collection |
DOAJ |
language |
English |
format |
Article |
sources |
DOAJ |
author |
S. F. Cleator S. P. Harrison N. K. Nichols I. C. Prentice I. Roulstone |
spellingShingle |
S. F. Cleator S. P. Harrison N. K. Nichols I. C. Prentice I. Roulstone A Method for Generating Coherent Spatially Explicit Maps of Seasonal Paleoclimates From Site‐Based Reconstructions Journal of Advances in Modeling Earth Systems paleoclimate 3‐D variational correlation pollen reconstruction condition number resolution matrix |
author_facet |
S. F. Cleator S. P. Harrison N. K. Nichols I. C. Prentice I. Roulstone |
author_sort |
S. F. Cleator |
title |
A Method for Generating Coherent Spatially Explicit Maps of Seasonal Paleoclimates From Site‐Based Reconstructions |
title_short |
A Method for Generating Coherent Spatially Explicit Maps of Seasonal Paleoclimates From Site‐Based Reconstructions |
title_full |
A Method for Generating Coherent Spatially Explicit Maps of Seasonal Paleoclimates From Site‐Based Reconstructions |
title_fullStr |
A Method for Generating Coherent Spatially Explicit Maps of Seasonal Paleoclimates From Site‐Based Reconstructions |
title_full_unstemmed |
A Method for Generating Coherent Spatially Explicit Maps of Seasonal Paleoclimates From Site‐Based Reconstructions |
title_sort |
method for generating coherent spatially explicit maps of seasonal paleoclimates from site‐based reconstructions |
publisher |
American Geophysical Union (AGU) |
series |
Journal of Advances in Modeling Earth Systems |
issn |
1942-2466 |
publishDate |
2020-01-01 |
description |
Abstract We describe a method for reconstructing spatially explicit maps of seasonal paleoclimate variables from site‐based reconstructions. Using a 3‐D‐Variational technique, the method finds the best statistically unbiased, and spatially continuous, estimate of the paleoclimate anomalies through combining the site‐based reconstructions and a prior estimate of the paleoclimate state. By assuming a set of correlations in the error of the prior, the resulting climate is smoothed both from month to month and from grid cell to grid cell. The amount of smoothing can be controlled through the choice of two length‐scale values. The method is applied to a set of reconstructions of the climate of the Last Glacial Maximum (ca. 21,000 years ago) for southern Europe derived from pollen data with a prior derived from results from the third phase of the Palaeoclimate Modelling Intercomparison Project. We demonstrate how to choose suitable values for the smoothing length scales for the data sets used in the reconstruction. |
topic |
paleoclimate 3‐D variational correlation pollen reconstruction condition number resolution matrix |
url |
https://doi.org/10.1029/2019MS001630 |
work_keys_str_mv |
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1721533997312376832 |