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Description and assessment of the OSTIA reanalysis. - Met Office

Description and assessment of the OSTIA reanalysis. - Met Office

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The dataset has provided input to many climate products <strong>and</strong> research applications <strong>and</strong> has been<br />

used in previous <strong>reanalysis</strong> products as <strong>the</strong> (or a significant part <strong>of</strong>) reference dataset for <strong>the</strong> ocean<br />

surface (Worley et al., 2005; Woodruff et al., 2010, <strong>and</strong> references <strong>the</strong>rein). Thus <strong>the</strong> dataset is<br />

ideal for use as a reference for <strong>the</strong> <strong>OSTIA</strong> <strong>reanalysis</strong>.<br />

The ICOADS QC (quality control) procedure includes consistency checks, checks against climatologies,<br />

trimming <strong>of</strong> outliers, position errors against a l<strong>and</strong>-sea mask <strong>and</strong> addition <strong>of</strong> QC flags to<br />

<strong>the</strong> record (Worley et al., 2005). Additional QC was performed by <strong>the</strong> UK <strong>Met</strong> <strong>Office</strong> Hadley Centre,<br />

comprising <strong>of</strong> basic QC checks for valid date, time <strong>and</strong> position, a day/night check based on <strong>the</strong><br />

solar zenith angle, a positional QC ship track check, a comparison to climatology, a freezing check<br />

<strong>and</strong> a buddy comparison with o<strong>the</strong>r nearby observations. Before inclusion in <strong>the</strong> <strong>OSTIA</strong> <strong>reanalysis</strong><br />

<strong>the</strong> data also underwent a maximum <strong>and</strong> minimum temperature check <strong>and</strong> a background check<br />

using <strong>the</strong> previous day’s analysis.<br />

Each ICOADS release has been developed incrementally from previous releases <strong>and</strong> has been<br />

successively improved since <strong>the</strong> release <strong>of</strong> <strong>the</strong> initial version in 1985 (Worley et al., 2005). Although<br />

Release 2.5 is <strong>the</strong> most recent version at <strong>the</strong> time <strong>of</strong> writing, a version <strong>of</strong> Release 2.1, updated<br />

from 1998 by <strong>the</strong> UK <strong>Met</strong> <strong>Office</strong> Hadley Centre using NCEP GTS data, was used for <strong>the</strong> <strong>OSTIA</strong><br />

<strong>reanalysis</strong> as this was <strong>the</strong> most recent version to have undergone <strong>the</strong> full QC procedures.<br />

To produce <strong>the</strong> best possible set <strong>of</strong> observations a complex <strong>and</strong> robust blending <strong>and</strong> duplicate<br />

elimination process is used in ICOADS to remove overlaps <strong>and</strong> duplication <strong>of</strong> observations between<br />

some <strong>of</strong> <strong>the</strong> sources, as well as to correct issues such as new versions <strong>of</strong> datasets which only<br />

partially replace older versions, <strong>and</strong> where some parts <strong>of</strong> sources are <strong>of</strong> inferior quality (Worley<br />

et al., 2005; Woodruff et al., 2010). ICOADS does not include adjustments to account for observing<br />

system changes (e.g. instrumentation, sampling procedures <strong>and</strong> measurement coding changes) or<br />

measurement biases (Worley et al., 2005). However, in comparison with <strong>the</strong> variation in observation<br />

methods across <strong>the</strong> entire ICOADS Release 2.1 dataset (from 1784), heterogeneities in observing<br />

systems during <strong>the</strong> <strong>OSTIA</strong> <strong>reanalysis</strong> period <strong>of</strong> 1985-2007 are small. In addition, owing to denser,<br />

more accurate sampling, <strong>the</strong> uncertainties in <strong>the</strong> dataset should decrease closer to near-current<br />

dates (Worley et al., 2005).<br />

Figure 2.5 shows <strong>the</strong> number <strong>of</strong> nighttime in-situ observations used in <strong>the</strong> <strong>reanalysis</strong> throughout<br />

<strong>the</strong> period. In order to produce <strong>the</strong> foundation SST, nighttime data only were used for <strong>the</strong> <strong>OSTIA</strong><br />

<strong>reanalysis</strong>. For ICOADS, this is set by <strong>the</strong> solar zenith angle. If <strong>the</strong> sun was above <strong>the</strong> horizon one<br />

hour previous to <strong>the</strong> measurement time, <strong>the</strong> observation is classified as daytime <strong>and</strong> is not used.<br />

The number <strong>of</strong> ship-based observations has decreased over time (figure 2.5) while <strong>the</strong> contributions<br />

from moored <strong>and</strong> drifting buoys have increased, particularly rapidly for drifters from <strong>the</strong> mid-1990s<br />

onwards. The step increase in <strong>the</strong> number <strong>of</strong> drifter observations in 2005 is possibly due to an<br />

increase in <strong>the</strong> frequency <strong>of</strong> reporting times as well as a potential increase in <strong>the</strong> number <strong>of</strong> drifters<br />

<strong>the</strong>mselves. As noted by Woodruff et al. (2010), each observing platform has its advantages. VOS<br />

(Voluntary Observing Ships) provide regular sampling along <strong>the</strong> major shipping routes <strong>and</strong> research<br />

© c Crown Copyright 2011 19

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