A full-depth reconstruction of the complete inventory of DIC, from the 1990s to 2019, using "ResNet-DIC", a deep neural network trained on GLODAPv2, shows good predictive power when validated 10 using independent data sets and model subsampling experiments.
We introduce a general framework for quantifying the information content and representation quality of complex geophysical datasets based on the intrinsic dimension and differentiable information imbalance of data manifolds. We use it to derive and compare optimal representations of surface ocean carbon in the SOCAT da...
Viviana Acquaviva, Romina Wild, Alessandro Laio et al.· 0 citations
Almost one quarter of human-caused carbon dioxide (CO
2
) emissions are absorbed by oceans, resulting in ocean acidification, i.e. a decrease in the ocean water pH. The large amount of CO
2
molecules was released to the atmosphere during industrial revolution, starting from 170-280 parts per million in the XIX ce...
G. de Angelis, M. G. Marín, E. Nácher et al.· EPJ Web of Conferences· 0 citations
An accurate representation of ocean ventilation in models is crucial for simulating ocean uptake of heat and carbon, as well as the ocean's supply of oxygen. Using the Inverse Gaussian Transit Time Distribution technique, we assessed ocean ventilation in current climate models via comparing water ages —defined as t...
Hai-Chao Guo, T. Tanhua, Ivy Frenger et al.· Journal of Geophysical Resea...· 0 citations
This study investigates changes in the mean and seasonal states of oceanic carbon uptake across the Indian Ocean (IO) using an improved, high‐resolution, observationally constrained long‐term (1980–2019) surface ocean data product. The Arabian Sea shows a ∼14% decline in flux amplitude along with reduced mean source...
A. P. Joshi, Kunal Chakraborty, V. V. S. S. Sarma et al.· Geophysical Research Letters· 0 citations
The Ediacaran Period (635–539 Ma) witnessed the emergence of early animals, rapid oceanic oxygenation, and rising oceanic P availability. However, the relationships among these developments remain intensely debated. Here, we present high-resolution carbonate-associated phosphate (CAP) data from seven Ediacaran sections...
Matthew S. Dodd, Chao Li, Meng Cheng et al.· Nature Communications· 0 citations