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Large Contributions of Diffuse Radiation to Global Gross Primary Productivity During 1981–2015
Author(s) -
Zhou Hao,
Yue Xu,
Lei Yadong,
Tian Chenguang,
Ma Yimian,
Cao Yang
Publication year - 2021
Publication title -
global biogeochemical cycles
Language(s) - English
Resource type - Journals
SCImago Journal Rank - 2.512
H-Index - 187
eISSN - 1944-9224
pISSN - 0886-6236
DOI - 10.1029/2021gb006957
Subject(s) - shortwave radiation , fluxnet , environmental science , primary production , atmospheric sciences , radiative transfer , shortwave , radiation , outgoing longwave radiation , climatology , meteorology , physics , ecosystem , optics , geology , ecology , convection , eddy covariance , biology
Diffuse radiation can increase the light use efficiency for plant photosynthesis. However, the lack of observations limits the explorations of diffuse fertilization effects on the global scale. Here, we bias‐correct global hourly diffuse fraction ( K d ) from a climate reanalysis using an artificial neural network (ANN) model in combination with site‐level observations. Evaluations at independent sites show that the updated K d on average increases correlations by 9.7% and reduces root‐mean‐square errors (RMSEs) by 45.5% against measurements than the original reanalysis. The derived radiative fluxes are then used as input for a dynamic vegetation model to explore the impacts of diffuse radiation on global gross primary productivity (GPP) during 1981–2015. With the updated K d , simulated GPP shows lower RMSEs against observations at 72 out of 76 FLUXNET sites, leading to a reduced RMSE of 9.9% on average. Moreover, simulations with updated K d present higher global GPP (3.1%) than that with original K d from Modern‐Era Retrospective Analysis for Research and Applications (MERRA) product. The simulations show that diffuse radiation, which accounts for 54% of the total shortwave radiation, contributes to long‐term global mean GPP by 1.49 g C m −2 day −1 (64.3%). During 1981–2015, the changes of direct radiation result in a global GPP trend of −0.49 g C m −2 yr −2 , which is offset by 0.31 g C m −2 yr −2 (53.1%) following the enhancement of diffuse radiation.