Global and regional projections of climate change by Earth system models are limited by their uncertain estimates of terrestrial ecosystem productivity. At the middle to low latitudes, the East Asian monsoon region has the highest productivity, but its estimate by current generation of terrestrial biosphere models (TBMs) has seldom been systematically evaluated or benchmarked. Here, we examine 15 TBMs participating in the Multi-scale Synthesis and Terrestrial Model Inter-comparison Project (MsTMIP) for their ability to estimate GPP in the East Asian Monsoon region during 1901-2010. The model evaluation in our study is based on a traceability framework, which links GPP to net primary productivity (NPP), biomass, and leaf area via incorporating multiple vegetation functional properties, including carbon-use efficiency (CUE), vegetation C turnover time (τveg), leaf C fraction (Fleaf), specific leaf area (SLA), and LAI-level photosynthesis (PLAI). First, the effects of initial conditions and environmental changes on inter-model variations in GPP are separately evaluated. Then, modeled GPP is further decomposed into the subsequent C-accumulation processes and associated vegetation functional properties. Their relative contributions in controlling model performance on GPP are also quantified. Second, the key uncertainty processes and vegetation functional properties are evaluated by comparing with available observations and remote-sensing data products.
Results/Conclusions
The results showed that the large inter-model variation of GPP (1280±422 g C m-2 yr-1) over 1901-2010 was mainly propagated from their different representation of vegetation functional properties. For example, SLA explained 77% of the inter-model difference in leaf area, which contributed 90% to the simulated GPP differences under initial conditions without environmental changes. In comparison with observed vegetation functional properties, the models simulated a higher CUE (18.1±21.3%), τveg (18.2±26.9%) and SLA (27.4±36.5%), leading to the overestimate of simulated GPP across the East Asian monsoon region. These results suggest the large uncertainty of current TBMs in simulating GPP is largely propagated from their poor representation of the vegetation functional properties. Overall, this study highlights that the modeling of ecosystem productivity at mid-to-low latitudes could benefit from a better understanding of the co-variations between plant functional properties and canopy C processes in terrestrial ecosystems.