Iterative integration of deep learning in hybrid Earth surface system modelling
Earth system modelling (ESM) is essential for understanding past, present and future Earth
processes. Deep learning (DL), with the data-driven strength of neural networks, has …
processes. Deep learning (DL), with the data-driven strength of neural networks, has …
Vegetation demographics in Earth System Models: A review of progress and priorities
Numerous current efforts seek to improve the representation of ecosystem ecology and
vegetation demographic processes within Earth System Models (ESM s). These …
vegetation demographic processes within Earth System Models (ESM s). These …
Perspectives on the future of land surface models and the challenges of representing complex terrestrial systems
Land surface models (LSMs) are a vital tool for understanding, projecting, and predicting the
dynamics of the land surface and its role within the Earth system, under global change …
dynamics of the land surface and its role within the Earth system, under global change …
MIROC-ESM 2010: Model description and basic results of CMIP5-20c3m experiments
S Watanabe, T Hajima, K Sudo… - Geoscientific Model …, 2011 - gmd.copernicus.org
An earth system model (MIROC-ESM 2010) is fully described in terms of each model
component and their interactions. Results for the CMIP5 (Coupled Model Intercomparison …
component and their interactions. Results for the CMIP5 (Coupled Model Intercomparison …
Higher climatological temperature sensitivity of soil carbon in cold than warm climates
The projected loss of soil carbon to the atmosphere resulting from climate change is a
potentially large but highly uncertain feedback to warming. The magnitude of this feedback …
potentially large but highly uncertain feedback to warming. The magnitude of this feedback …
Causes of variation in soil carbon simulations from CMIP5 Earth system models and comparison with observations
Stocks of soil organic carbon represent a large component of the carbon cycle that may
participate in climate change feedbacks, particularly on decadal and centennial timescales …
participate in climate change feedbacks, particularly on decadal and centennial timescales …
The interdependence of mechanisms underlying climate-driven vegetation mortality
Climate-driven vegetation mortality is occurring globally and is predicted to increase in the
near future. The expected climate feedbacks of regional-scale mortality events have …
near future. The expected climate feedbacks of regional-scale mortality events have …
[HTML][HTML] Carbon–concentration and carbon–climate feedbacks in CMIP5 Earth system models
The magnitude and evolution of parameters that characterize feedbacks in the coupled
carbon–climate system are compared across nine Earth system models (ESMs). The …
carbon–climate system are compared across nine Earth system models (ESMs). The …
Moving beyond photosynthesis: from carbon source to sink-driven vegetation modeling
Knowledge of future terrestrial carbon (C) pools and fluxes is based on simulations by
Dynamic Global Vegetation Models (DGVMs; Cox et al., 2000; Sitch et al., 2008). For …
Dynamic Global Vegetation Models (DGVMs; Cox et al., 2000; Sitch et al., 2008). For …
TRY–a global database of plant traits
Plant traits–the morphological, anatomical, physiological, biochemical and phenological
characteristics of plants and their organs–determine how primary producers respond to …
characteristics of plants and their organs–determine how primary producers respond to …