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Description and assessment of the OSTIA reanalysis. - Met Office

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(b) AVHRR observations minus background merid­<br />

ional Hovmuller plot<br />

(a) ATSR-1 observations minus background meridional<br />

Hovmuller plot<br />

Figure 4.4: Meridionally averaged observation minus background Hovmuller plot for ATSR-1 observations<br />

(Left) <strong>and</strong> AVHRR Pathfinder observations (right).<br />

<strong>the</strong> ATSR-1 data than in 4.4(b) for <strong>the</strong> AVHRR data is a greater cold bias at high latitudes which is<br />

discussed shortly.<br />

During this time period <strong>the</strong> <strong>OSTIA</strong> <strong>reanalysis</strong> system attempts to correct <strong>the</strong> biases in both <strong>the</strong><br />

ATSR-1 <strong>and</strong> <strong>the</strong> AVHRR Pathfinder data using <strong>the</strong> in-situ data as a reference data set as described<br />

in section 3.4. Figures 4.3(c) <strong>and</strong> 4.3(d) show <strong>the</strong> average bias correction applied to <strong>the</strong> satellite<br />

observations from both sources during <strong>the</strong> <strong>OSTIA</strong> <strong>reanalysis</strong> assimilation during August 1991.<br />

Comparison <strong>of</strong> <strong>the</strong>se figures with figures 4.3(a) <strong>and</strong> 4.3(b) illustrates that <strong>the</strong> correction applied<br />

to <strong>the</strong> data resembles <strong>the</strong> spatial pattern <strong>of</strong> <strong>the</strong> bias observed <strong>and</strong> discussed previously. This is<br />

consistent throughout <strong>the</strong> period <strong>of</strong> <strong>the</strong> ATSR-1 data. The spatial coverage <strong>of</strong> <strong>the</strong> in-situ reference<br />

data set is particularly poor at high sou<strong>the</strong>rn latituides during this time period. The bias correction<br />

methodology is dependent on a significant number <strong>of</strong> match-ups being found betwen <strong>the</strong> observations<br />

<strong>and</strong> <strong>the</strong> reference data set which cannot be achieved in <strong>the</strong> Sou<strong>the</strong>rn Ocean during this time<br />

period, thus <strong>the</strong> validity <strong>of</strong> <strong>the</strong> bias corrections applied at this time in <strong>the</strong> Sou<strong>the</strong>rn Ocean <strong>and</strong> in<br />

o<strong>the</strong>r undersampled regions may be in doubt. This problem may be exacerbated by possible cold<br />

biases in <strong>the</strong> ATSR-1 data due to cloud contamination (Merchant, 2010, pers. comm.).<br />

© c Crown Copyright 2011 49

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