Iterative integration of deep learning in hybrid Earth surface system modelling

M Chen, Z Qian, N Boers, AJ Jakeman… - Nature Reviews Earth & …, 2023 - nature.com
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 …

Vegetation demographics in Earth System Models: A review of progress and priorities

RA Fisher, CD Koven, WRL Anderegg… - Global change …, 2018 - Wiley Online Library
Numerous current efforts seek to improve the representation of ecosystem ecology and
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

RA Fisher, CD Koven - Journal of Advances in Modeling Earth …, 2020 - Wiley Online Library
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 …

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 …

Higher climatological temperature sensitivity of soil carbon in cold than warm climates

CD Koven, G Hugelius, DM Lawrence… - Nature Climate …, 2017 - nature.com
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 …

Causes of variation in soil carbon simulations from CMIP5 Earth system models and comparison with observations

KEO Todd-Brown, JT Randerson, WM Post… - …, 2013 - bg.copernicus.org
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 …

The interdependence of mechanisms underlying climate-driven vegetation mortality

NG McDowell, DJ Beerling, DD Breshears… - Trends in ecology & …, 2011 - cell.com
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 …

[HTML][HTML] Carbon–concentration and carbon–climate feedbacks in CMIP5 Earth system models

VK Arora, GJ Boer, P Friedlingstein, M Eby… - Journal of …, 2013 - journals.ametsoc.org
The magnitude and evolution of parameters that characterize feedbacks in the coupled
carbon–climate system are compared across nine Earth system models (ESMs). The …

Moving beyond photosynthesis: from carbon source to sink-driven vegetation modeling

S Fatichi, S Leuzinger, C Körner - New Phytologist, 2014 - JSTOR
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 …

TRY–a global database of plant traits

J Kattge, S Diaz, S Lavorel, IC Prentice… - Global change …, 2011 - Wiley Online Library
Plant traits–the morphological, anatomical, physiological, biochemical and phenological
characteristics of plants and their organs–determine how primary producers respond to …