“…The 2 m T a in NCEP-1, NCEP-2, MERRA, MERRA-2, ERA-20C, ERA-20CM, CERA-20C, NOAA 20CRv2c, NOAA 20CRv2 and CFSR are model-derived fields that are functions of the surface skin temperature, the temperature at the lowest model level, the vertical stability and the surface roughness, which are constrained primarily by observations of upper-air variables and the surface pressure (Kanamitsu et al, 2002;Rienecker et al, 2011;Reichle et al, 2017;Poli et al, 2016;Hersbach et al, 2015;Laloyaux et al, 2016;Compo et al, 2011;Saha et al, 2010). However, the T a in ERA-Interim and JRA-55 are post-processing products by a relatively simple analysis scheme between the lowest model level and the surface and are analysed using ground-based observations of T a , with the help of Monin-Obukhov similarity profiles consistent with the model's parameterization of the surface layer (Dee et al, 2011b;Kobayashi et al, 2015).…”