3 ms·
After looking it up quickly, it seems that one step really was raising the buoy values by a single constant, but this was only a tiny part of a much more involv
by nonbel 10y ago
After looking it up quickly, it seems that one step really was raising the buoy values by a single constant, but this was only a tiny part of a much more involved process.
"The SSTs from ships or buoys were accepted (rejected)
under a QC criterion that observed SSTs differ from the first-guess
SST from ERSST.v3b by less (more) than 4 times standard
deviation (STD) of SST (Smith and Reynolds 2003).
The ship and buoy SSTs that have passed QC were
then converted into SSTAs by subtracting the SST climatology
(1971–2000) at their in situ locations in
monthly resolution. The ship SSTA was adjusted based
on theNMATcomparators; buoy SSTA was adjusted by
a mean difference of 0.12 C between ship and buoy
observations (section 5). The ship and buoy SSTAs were
merged and bin-averaged into monthly ‘‘superobservations’’
on a 28 3 28 grid. The number of superobservations
was defined here as the count of 28 3 28 grid
boxes with valid data. The averaging of ship and buoy
SSTAs within each 28 3 28 grid box was based on their
proportions to the total number of observations. The
number of buoy observations was multiplied by a factor
of 6.8, which was determined by the ratio of randomerror
variances of ship and buoy observations (Reynolds and
Smith 1994), suggesting that buoy observations exhibit
much lower random variance than ship observations.
The SSTAs of superobservations were further
decomposed into low- and high-frequency components.
The low-frequency component was constructed by applying
a 268 3 268 spatial running mean using monthly
superobservations where the sampling ratio is larger
than 3% (five superobservations). An annual mean
SSTA was then defined with a minimum requirement of
two months of valid data. The annual mean SSTA fields
were screened and the missing SSTAs were filled by
searching the neighboring SSTAs within 108 in longitude,
68 in latitude, and 3-yr in time. The search areas
were tested using ranges of 158–208 in longitude, 58–108
in latitude, and 2–5 yr..."
http://journals.ametsoc.org/doi/10.1175/JCLI-D-14-00006.1 http://journals.ametsoc.org/doi/10.1175/JCLI-D-14-00006.1
It would be much easier to understand if they just showed us the code...