Systematic differences in bucket sea surface temperature measurements amongst nations identified using a linear-mixed-effect method
Systematic differences in bucket sea surface temperature measurements amongst nations identified using a linear-mixed-effect method
The International Comprehensive Ocean–Atmosphere Dataset (ICOADS) is a cornerstone for estimating changes in sea surface temperatures (SST) over the instrumental era. Interest in determining SST changes to within 0.1°C makes detecting systematic offsets within ICOADS important. Previous studies have corrected for offsets among engine room intake, buoy, and wooden and canvas bucket measurements, as well as noted discrepancies among various other groupings of data. In this study, a systematic examination of differences in collocated bucket SST measurements from ICOADS3.0 is undertaken using a linear-mixed-effect model according to nations and more-resolved groupings. Six nations and a grouping for which nation metadata are missing, referred to as “deck 156,” together contribute 91% of all bucket measurements and have systematic offsets among one another of as much as 0.22°C. Measurements from the Netherlands and deck 156 are colder than the global average by −0.10° and −0.13°C, respectively, both at p < 0.01, whereas Russian measurements are offset warm by 0.10°C at p < 0.1. Furthermore, of the 31 nations whose measurements are present in more than one grouping of data (i.e., deck), 14 contain decks that show significant offsets at p < 0.1, including all major collecting nations. Results are found to be robust to assumptions regarding the independence and distribution of errors as well as to influences from the diurnal cycle and spatially heterogeneous noise variance. Correction for systematic offsets among these groupings should improve the accuracy of estimated SSTs and their trends.
2569-2589
Chan, Duo
4c1278dc-7f39-4b67-b1cd-3f81f55f4906
Huybers, Peter
48e9a517-aa2a-40f1-96ef-06d76b19291c
1 May 2019
Chan, Duo
4c1278dc-7f39-4b67-b1cd-3f81f55f4906
Huybers, Peter
48e9a517-aa2a-40f1-96ef-06d76b19291c
Chan, Duo and Huybers, Peter
(2019)
Systematic differences in bucket sea surface temperature measurements amongst nations identified using a linear-mixed-effect method.
Journal of Climate, 32 (9), .
(doi:10.1175/JCLI-D-18-0562.1).
Abstract
The International Comprehensive Ocean–Atmosphere Dataset (ICOADS) is a cornerstone for estimating changes in sea surface temperatures (SST) over the instrumental era. Interest in determining SST changes to within 0.1°C makes detecting systematic offsets within ICOADS important. Previous studies have corrected for offsets among engine room intake, buoy, and wooden and canvas bucket measurements, as well as noted discrepancies among various other groupings of data. In this study, a systematic examination of differences in collocated bucket SST measurements from ICOADS3.0 is undertaken using a linear-mixed-effect model according to nations and more-resolved groupings. Six nations and a grouping for which nation metadata are missing, referred to as “deck 156,” together contribute 91% of all bucket measurements and have systematic offsets among one another of as much as 0.22°C. Measurements from the Netherlands and deck 156 are colder than the global average by −0.10° and −0.13°C, respectively, both at p < 0.01, whereas Russian measurements are offset warm by 0.10°C at p < 0.1. Furthermore, of the 31 nations whose measurements are present in more than one grouping of data (i.e., deck), 14 contain decks that show significant offsets at p < 0.1, including all major collecting nations. Results are found to be robust to assumptions regarding the independence and distribution of errors as well as to influences from the diurnal cycle and spatially heterogeneous noise variance. Correction for systematic offsets among these groupings should improve the accuracy of estimated SSTs and their trends.
This record has no associated files available for download.
More information
Published date: 1 May 2019
Identifiers
Local EPrints ID: 484274
URI: http://eprints.soton.ac.uk/id/eprint/484274
ISSN: 0894-8755
PURE UUID: e0dcd7eb-7a86-443e-ac38-dea49c3a420a
Catalogue record
Date deposited: 13 Nov 2023 18:55
Last modified: 18 Mar 2024 04:15
Export record
Altmetrics
Contributors
Author:
Duo Chan
Author:
Peter Huybers
Download statistics
Downloads from ePrints over the past year. Other digital versions may also be available to download e.g. from the publisher's website.
View more statistics