“…In the past, these techniques have most commonly been applied to ground-based measurements from global monitoring networks (Bousquet et al, 2006Houweling et al, 1999;Hein et al, 1997). In recent years, measurements from satellites have become available, such as from SCIAMACHY (Bovensmann et al, 1999;Frankenberg et al, 2005Frankenberg et al, , 2008aFrankenberg et al, , 2011Schneising et al, 2011) and more recently also from GOSAT (Yokota et al, 2009;Kuze et al, 2009;Butz et al, 2011;Schepers et al, 2012), and significant efforts have been spent to investigate their use in inverse modelling Bergamaschi et al, 2009Bergamaschi et al, , 2013Fraser et al, 2012).…”