“…Given the great heterogeneity of vegetation and soils, the coverage and accuracy of the flux measurements are not sufficient for obtaining large-scale flux estimates with high confidence (Jung et al, 2009;Beer et al, 2010). As a result, considerable efforts have been made to develop terrestrial ecosystem models (TEMs) (whether simple regression or processoriented) in order to quantify the magnitude, geographical distribution, and evolution of sources and sinks of carbon at regional 10 and global scales (Potter et al, 1993;McGuire et al, 2001;Sitch et al, 2003;Thornton et al, 2005;Krinner et al, 2005;Reichstein et al, 2005;Badawy et al, 2013;Arora and Boer, 2005;Melton and Arora, 2016). However, systematic errors and uncertainties in the models can result from driving or forcing data (Jung et al, 2007;Clein et al, 2007;Zhao et al, 2006;Garnaud et al, 2014;Dalmonech et al, 2015;Anav et al, 2015;Wei et al, 2014), process formulation (also called model structure) (Sitch et al, 2015), model parameter specification, and initial conditions (Carvalhais et al, 2008(Carvalhais et al, , 2010Melton et al, 15 2015; Zhu and Zhuang, 2015), leading to differing estimates of CO 2 fluxes from different models (McGuire et al, 2001;Piao et al, 2013;Sitch et al, 2015).…”