“…difficult for satellite technology to monitor various respiratory processes, especially those in the soil (Valentini et al, 2000;Running et al, 2004;Olofsson et al, 2008;Xiao et al, 2008;Tang et al, 2012), which limit the application of remote sensing data in R e estimation. However, R e showed close relationships with easily satellite-retrieved GPP (e.g., Knohl et al, 2005;Tang et al, 2005;Moyano et al, 2007Moyano et al, , 2008Larsen et al, 2007;Bahn et al, 2008;Gomez-Casanovas et al, 2012;Huang and Niu, 2013) and temperature (e.g., Lloyd and Taylor, 1994;Frank et al, 2002;Reichstein et al, 2003;Bond-Lamberty and Thomson, 2010) in most of ecosystems, and upon these relationships some empirical or semi-empirical satellite-driven R e models were developed and validated at the plot or regional scale (Vourlitis et al, 2003;Gilmanov et al, 2005;Rahman et al, 2005;Schubert et al, 2010;Jägermeyr et al, 2014). However, extensive studies reported that the responses to GPP and temperature varied among the R e components (e.g., Gaumont-Guay et al, 2008;Kuzyakov and Gavrichkova, 2010), and the current satellite-driven R e models almost all neglected these differences.…”